pbhlth project (Jin Kweon, Jiyoon Clover Jeong)
Jin Kweon
10/4/2017
Download data
Data: https-//www.kaggle.com/artimous/complete-fifa-2017-player-dataset-global
soccer <- read.csv("FullData.csv", header = T)
head(soccer)## Name Nationality National_Position National_Kit
## 1 Cristiano Ronaldo Portugal LS 7
## 2 Lionel Messi Argentina RW 10
## 3 Neymar Brazil LW 10
## 4 Luis Suárez Uruguay LS 9
## 5 Manuel Neuer Germany GK 1
## 6 De Gea Spain GK 1
## Club Club_Position Club_Kit Club_Joining Contract_Expiry
## 1 Real Madrid LW 7 07/01/2009 2021
## 2 FC Barcelona RW 10 07/01/2004 2018
## 3 FC Barcelona LW 11 07/01/2013 2021
## 4 FC Barcelona ST 9 07/11/2014 2021
## 5 FC Bayern GK 1 07/01/2011 2021
## 6 Manchester Utd GK 1 07/01/2011 2019
## Rating Height Weight Preffered_Foot Birth_Date Age Preffered_Position
## 1 94 185 cm 80 kg Right 02/05/1985 32 LW/ST
## 2 93 170 cm 72 kg Left 06/24/1987 29 RW
## 3 92 174 cm 68 kg Right 02/05/1992 25 LW
## 4 92 182 cm 85 kg Right 01/24/1987 30 ST
## 5 92 193 cm 92 kg Right 03/27/1986 31 GK
## 6 90 193 cm 82 kg Right 11/07/1990 26 GK
## Work_Rate Weak_foot Skill_Moves Ball_Control Dribbling Marking
## 1 High / Low 4 5 93 92 22
## 2 Medium / Medium 4 4 95 97 13
## 3 High / Medium 5 5 95 96 21
## 4 High / Medium 4 4 91 86 30
## 5 Medium / Medium 4 1 48 30 10
## 6 Medium / Medium 3 1 31 13 13
## Sliding_Tackle Standing_Tackle Aggression Reactions Attacking_Position
## 1 23 31 63 96 94
## 2 26 28 48 95 93
## 3 33 24 56 88 90
## 4 38 45 78 93 92
## 5 11 10 29 85 12
## 6 13 21 38 88 12
## Interceptions Vision Composure Crossing Short_Pass Long_Pass
## 1 29 85 86 84 83 77
## 2 22 90 94 77 88 87
## 3 36 80 80 75 81 75
## 4 41 84 83 77 83 64
## 5 30 70 70 15 55 59
## 6 30 68 60 17 31 32
## Acceleration Speed Stamina Strength Balance Agility Jumping Heading
## 1 91 92 92 80 63 90 95 85
## 2 92 87 74 59 95 90 68 71
## 3 93 90 79 49 82 96 61 62
## 4 88 77 89 76 60 86 69 77
## 5 58 61 44 83 35 52 78 25
## 6 56 56 25 64 43 57 67 21
## Shot_Power Finishing Long_Shots Curve Freekick_Accuracy Penalties
## 1 92 93 90 81 76 85
## 2 85 95 88 89 90 74
## 3 78 89 77 79 84 81
## 4 87 94 86 86 84 85
## 5 25 13 16 14 11 47
## 6 31 13 12 21 19 40
## Volleys GK_Positioning GK_Diving GK_Kicking GK_Handling GK_Reflexes
## 1 88 14 7 15 11 11
## 2 85 14 6 15 11 8
## 3 83 15 9 15 9 11
## 4 88 33 27 31 25 37
## 5 11 91 89 95 90 89
## 6 13 86 88 87 85 90\(\\\)
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Dictionary
For more information, please refer to “https://www.fifaindex.com/.”
name <- c()
cat <- c()
description <- c()
dic <- data.frame(
name <- colnames(soccer),
cat <- c("categorical", "categorical", "categorical", "continuous", "categorical", "categorical",
"continuous", "continuous", "continuous", "continuous", "continuous", "continuous",
"categorical", "continuous", "continuous", "categorical", "categorical", "categorical",
"continuous", "continuous", "continuous", "continuous", "continuous", "continuous",
"continuous", "continuous", "continuous", "continuous", "continuous", "continuous",
"continuous", "continuous", "continuous", "continuous", "continuous", "continuous",
"continuous", "continuous", "continuous", "continuous", "continuous", "continuous",
"continuous", "continuous", "continuous", "continuous", "continuous", "continuous",
"continuous", "continuous", "continuous", "continuous", "continuous"
),
description <- c("player's name", "player's nationality",
"Empty for retired or not playing this year.
CAM: center attacking midfielder.
CB: center back.
CDM: center defensive midfielder.
CM: center midfielder.
GK: goalkeepr.
LAM: left attacking midfielder.
LB: left back.
LCB: left center back.
LCM: left center midfielder.
LDM: left defensive midfielder.
LF: left forward.
LM: left midfielder.
LS: left stricker.
LW: left wing midfielder/forward.
LWB: left wing back.
RAM: right attacking midfielder.
RB: right back.
RCB: right center back.
RCM: right center midfielder.
RDM: rifght defensive midfielder.
RF: right forward.
RM: right midfielder.
RS: right stricker.
RW: right wing midfielder/forward.
RWB: right wing back.
ST: stricker.
Sub: substitution",
"national kit number",
"club players belong to",
"club positions (it might be different with national position)",
"club kit number",
"when players join the current club with date, month, and year",
"contract expiration year",
"current rating at Fifa17",
"players' heights in cm",
"players' weights in kg",
"players' preferred foot",
"players' birth date",
"players' ages",
"players' preferred positions (it might be different with their positions)",
"players' general work rate for each game (High, Med, Low)",
"how bad their weak foot is from 1 to 5 (1 is bad)",
"how skillful the players are from 1 to 5",
"how good the players are at controlling ball from 1 to 100",
"how good the players are at dribbling ball from 1 to 100",
"how good the players are at marking/defensing oppononents from 1 to 100",
"how good the players are at sliding tackle opponents from 1 to 100",
"how good the players are at standing tackel opponents from 1 to 100",
"how players defense with auto tackles with good strength from 1 to 100",
"how fast players react with the ball from 1 to 100",
"how players position and move wisely from 1 to 100",
"how players intercept ball from oponents from 1 to 100",
"how wide players' visions are from 1 to 100",
"how stable players are with lots of pressures from 1 to 100",
"how players are good at crossing to their teammates from 1 to 100",
"how players are good at passing to nearby teammates from 1 to 100",
"how players are good at passing to far-away teammates from 1 to 100",
"how good players are at acceleration from 1 to 100",
"how usually fast players are from 1 to 100",
"players' stamina from 1 to 100",
"players' strength when players fight for a ball from 1 to 100",
"how good players balance without falling down or losing the ball from 1 to 100",
"how quick their instant movement is from 1 to 100",
"how good at jumping from 1 to 100",
"how good at heading from 1 to 100",
"how powerful players can shoot from 1 to 100",
"how good at scoring when players shoot from 1 to 100",
"how good at shooting with far distance from 1 to 100",
"how good at curving the ball when shooting from 1 to 100",
"how accurate players can shoot for freekick from 1 to 100",
"how successful players are for penalty shot from 1 to 100",
"how good at volley shot from 1 to 100",
"how good at positioning for GK from 1 to 100",
"how good at diving for GK from 1 to 100",
"how good at kicking/passing for GK from 1 to 100",
"how good at handling the ball for GK from 1 to 100",
"how fast they can react for GK from 1 to 100"
)
)
colnames(dic) <- c("name", "type", "description")
#write.csv(dic, file = "/Users/yjkweon24/Desktop/Cal/2017 Fall/PB HLTH 245/Project/dictionary.csv")\(\\\)
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Inspect data1
NAidx <- c(0)
Blidx <- c(0)
# frameNA <- data.frame(0)
# frameBl <- data.frame(0)
# Check NA rows
for(i in 1:ncol(soccer)){
cat("names of NA rows of", colnames(soccer)[i], "\n")
#NAdix <- rownames(soccer)[is.na(soccer[,i])]
#frameNA[, rownames(soccer)[i]]<- NAdix
cat(rownames(soccer)[is.na(soccer[,i])], "\n")
cat("Number of NA : ", length(rownames(soccer)[is.na(soccer[,i])]),"\n")
print("======================================")
cat("names of rows contain missing values ", colnames(soccer)[i], "\n")
#Blidx <- rownames(soccer[which(soccer[,i] == ""),])
#frameNA[, rownames(soccer)[i]]<- Blidx
cat(rownames(soccer[which(soccer[,i] == ""),]), "\n")
cat("Number of Missing values : ", length(rownames(soccer[which(soccer[,i] == ""),])), "\n")
print("======================================")
}## names of NA rows of Name
##
## Number of NA : 0
## [1] "======================================"
## names of rows contain missing values Name
##
## Number of Missing values : 0
## [1] "======================================"
## names of NA rows of Nationality
##
## Number of NA : 0
## [1] "======================================"
## names of rows contain missing values Nationality
##
## Number of Missing values : 0
## [1] "======================================"
## names of NA rows of National_Position
##
## Number of NA : 0
## [1] "======================================"
## names of rows contain missing values National_Position
## 9 13 19 22 29 31 36 39 41 47 59 61 62 63 64 67 68 71 74 75 80 82 86 89 90 91 96 99 100 104 105 106 107 110 111 113 114 118 119 123 129 134 136 140 141 145 147 150 153 157 158 160 161 162 167 172 173 174 176 177 180 182 183 185 193 195 196 197 201 202 203 204 206 207 208 209 211 213 214 215 216 219 220 224 226 227 232 233 234 235 238 239 241 242 246 249 250 253 254 256 259 261 262 264 268 271 273 274 275 276 277 278 279 281 282 283 284 285 286 287 288 291 294 295 296 298 302 304 305 308 309 311 313 314 316 317 319 320 324 326 327 329 332 335 336 337 339 340 343 344 346 348 350 351 352 353 354 355 358 359 360 361 364 365 366 367 369 370 371 372 373 374 375 376 377 378 380 381 382 383 384 385 386 387 388 392 394 395 396 397 399 403 404 405 407 409 411 412 413 414 415 417 418 419 421 424 425 427 429 431 433 434 436 438 439 440 443 444 445 446 447 448 449 450 451 452 453 454 457 458 459 461 462 463 464 465 466 468 469 470 471 472 474 475 476 477 479 480 482 484 486 488 489 490 491 493 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16493 16494 16495 16496 16497 16498 16499 16500 16501 16502 16503 16504 16505 16506 16507 16508 16509 16510 16511 16512 16513 16514 16515 16516 16517 16518 16519 16520 16521 16522 16523 16524 16525 16526 16527 16528 16529 16530 16531 16532 16533 16534 16535 16536 16537 16538 16539 16540 16541 16542 16543 16544 16545 16546 16547 16548 16549 16550 16551 16552 16553 16554 16555 16556 16557 16558 16559 16560 16561 16562 16563 16564 16565 16566 16567 16568 16570 16571 16572 16573 16574 16575 16576 16577 16578 16579 16580 16581 16582 16583 16584 16585 16586 16587 16588 16589 16590 16591 16592 16593 16594 16595 16596 16597 16598 16599 16600 16601 16602 16603 16604 16605 16606 16607 16608 16609 16610 16611 16612 16613 16614 16615 16616 16617 16618 16619 16620 16621 16622 16623 16624 16625 16626 16627 16628 16629 16630 16631 16632 16633 16634 16635 16636 16637 16638 16639 16640 16641 16642 16643 16644 16645 16646 16647 16648 16649 16650 16651 16652 16653 16654 16655 16656 16657 16658 16659 16660 16661 16662 16663 16664 16665 16666 16667 16668 16669 16670 16671 16672 16673 16674 16675 16676 16677 16678 16679 16680 16681 16682 16683 16684 16685 16686 16687 16688 16689 16690 16691 16692 16693 16694 16695 16696 16697 16698 16699 16700 16701 16702 16703 16704 16705 16706 16707 16708 16709 16710 16711 16712 16713 16714 16715 16716 16717 16718 16719 16720 16721 16722 16723 16724 16725 16726 16727 16728 16729 16730 16731 16732 16733 16734 16735 16736 16737 16738 16739 16740 16741 16742 16743 16744 16745 16746 16747 16748 16749 16750 16751 16752 16753 16754 16755 16756 16757 16758 16759 16760 16761 16762 16763 16764 16765 16766 16767 16768 16769 16770 16771 16772 16773 16774 16775 16776 16777 16778 16779 16780 16781 16782 16783 16784 16785 16786 16787 16788 16789 16790 16791 16793 16794 16795 16796 16797 16798 16799 16800 16801 16802 16803 16804 16805 16806 16807 16808 16809 16810 16811 16812 16813 16814 16815 16816 16817 16818 16819 16820 16821 16822 16823 16824 16825 16826 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17329 17330 17331 17332 17333 17334 17335 17336 17337 17338 17339 17340 17341 17342 17343 17344 17345 17346 17347 17348 17349 17350 17351 17352 17353 17354 17355 17356 17357 17358 17359 17360 17361 17362 17363 17364 17365 17366 17367 17368 17369 17370 17371 17372 17373 17374 17375 17376 17377 17378 17379 17380 17381 17382 17383 17384 17385 17386 17387 17388 17389 17390 17391 17392 17393 17394 17395 17396 17397 17398 17399 17400 17401 17402 17403 17404 17405 17406 17407 17408 17409 17410 17411 17412 17413 17414 17415 17416 17417 17418 17419 17420 17421 17422 17423 17424 17425 17426 17427 17428 17429 17430 17431 17432 17433 17434 17435 17436 17437 17438 17439 17440 17441 17442 17443 17444 17445 17446 17447 17448 17449 17450 17451 17452 17453 17454 17455 17456 17457 17458 17459 17460 17461 17462 17463 17464 17465 17466 17467 17468 17469 17470 17471 17472 17473 17474 17475 17476 17477 17478 17479 17480 17481 17482 17483 17484 17485 17486 17487 17488 17489 17490 17491 17492 17493 17494 17495 17496 17497 17498 17499 17500 17501 17502 17503 17504 17505 17506 17507 17508 17509 17510 17511 17512 17513 17514 17515 17516 17517 17518 17519 17520 17521 17522 17523 17524 17525 17526 17527 17528 17529 17530 17531 17532 17533 17534 17535 17536 17537 17538 17539 17540 17541 17542 17543 17544 17545 17546 17547 17548 17549 17550 17551 17552 17553 17554 17555 17556 17557 17558 17559 17560 17561 17562 17563 17564 17565 17566 17567 17568 17569 17570 17571 17572 17573 17574 17575 17576 17577 17578 17579 17580 17581 17582 17583 17584 17585 17586 17587 17588
## Number of Missing values : 16513
## [1] "======================================"
## names of NA rows of National_Kit
## 9 13 19 22 29 31 36 39 41 47 59 61 62 63 64 67 68 71 74 75 80 82 86 89 90 91 96 99 100 104 105 106 107 110 111 113 114 118 119 123 129 134 136 140 141 145 147 150 153 157 158 160 161 162 167 172 173 174 176 177 180 182 183 185 193 195 196 197 201 202 203 204 206 207 208 209 211 213 214 215 216 219 220 224 226 227 232 233 234 235 238 239 241 242 246 249 250 253 254 256 259 261 262 264 268 271 273 274 275 276 277 278 279 281 282 283 284 285 286 287 288 291 294 295 296 298 302 304 305 308 309 311 313 314 316 317 319 320 324 326 327 329 332 335 336 337 339 340 343 344 346 348 350 351 352 353 354 355 358 359 360 361 364 365 366 367 369 370 371 372 373 374 375 376 377 378 380 381 382 383 384 385 386 387 388 392 394 395 396 397 399 403 404 405 407 409 411 412 413 414 415 417 418 419 421 424 425 427 429 431 433 434 436 438 439 440 443 444 445 446 447 448 449 450 451 452 453 454 457 458 459 461 462 463 464 465 466 468 469 470 471 472 474 475 476 477 479 480 482 484 486 488 489 490 491 493 495 499 500 501 502 503 504 505 507 508 512 513 514 515 516 518 521 522 523 524 525 526 527 528 531 532 533 534 536 538 539 540 541 542 545 548 549 550 551 552 553 556 557 558 559 561 562 563 564 565 566 567 568 569 571 572 573 576 577 578 580 583 585 586 587 590 591 592 593 594 595 597 598 599 600 602 603 604 606 608 609 610 613 614 615 616 617 618 619 621 622 623 624 625 626 628 630 631 632 635 636 638 639 640 641 642 643 644 645 646 648 649 650 651 652 654 655 657 659 661 662 665 666 667 668 669 671 672 673 674 675 676 677 678 679 680 681 682 683 685 686 687 688 689 690 691 692 694 695 696 697 698 702 703 704 705 707 711 713 714 716 717 718 719 720 721 722 723 724 725 726 728 729 731 732 733 734 735 736 737 738 740 742 746 750 751 753 754 755 756 758 760 761 762 763 764 766 767 768 769 773 776 777 778 780 781 782 783 784 787 789 790 791 792 793 794 795 796 797 798 799 801 802 803 804 805 806 807 808 809 810 811 812 815 816 817 820 821 822 823 824 825 826 827 828 829 832 835 836 837 838 839 840 842 845 846 847 848 850 851 852 856 857 858 859 860 861 862 863 864 865 866 868 870 871 872 873 874 875 876 878 881 882 883 884 885 887 888 889 891 892 893 894 895 896 897 899 900 901 902 903 904 905 906 907 909 911 912 913 914 915 916 917 918 919 920 921 922 923 925 926 928 929 930 932 933 935 936 937 938 942 943 945 946 947 948 949 951 952 953 954 955 957 959 960 961 964 965 966 968 969 970 971 972 973 974 975 976 977 978 979 981 983 984 985 986 987 988 989 990 991 992 993 994 995 996 997 998 999 1001 1002 1003 1004 1006 1007 1009 1010 1011 1012 1013 1014 1015 1016 1017 1018 1021 1022 1023 1025 1026 1027 1028 1029 1030 1032 1033 1034 1035 1039 1040 1041 1042 1043 1044 1045 1047 1048 1049 1050 1051 1052 1053 1054 1055 1056 1057 1058 1059 1060 1061 1063 1064 1065 1067 1069 1070 1071 1072 1073 1075 1076 1077 1078 1079 1080 1081 1082 1083 1084 1086 1087 1088 1089 1090 1091 1092 1094 1095 1096 1097 1099 1100 1101 1102 1103 1105 1107 1108 1109 1110 1111 1114 1116 1117 1118 1119 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16660 16661 16662 16663 16664 16665 16666 16667 16668 16669 16670 16671 16672 16673 16674 16675 16676 16677 16678 16679 16680 16681 16682 16683 16684 16685 16686 16687 16688 16689 16690 16691 16692 16693 16694 16695 16696 16697 16698 16699 16700 16701 16702 16703 16704 16705 16706 16707 16708 16709 16710 16711 16712 16713 16714 16715 16716 16717 16718 16719 16720 16721 16722 16723 16724 16725 16726 16727 16728 16729 16730 16731 16732 16733 16734 16735 16736 16737 16738 16739 16740 16741 16742 16743 16744 16745 16746 16747 16748 16749 16750 16751 16752 16753 16754 16755 16756 16757 16758 16759 16760 16761 16762 16763 16764 16765 16766 16767 16768 16769 16770 16771 16772 16773 16774 16775 16776 16777 16778 16779 16780 16781 16782 16783 16784 16785 16786 16787 16788 16789 16790 16791 16793 16794 16795 16796 16797 16798 16799 16800 16801 16802 16803 16804 16805 16806 16807 16808 16809 16810 16811 16812 16813 16814 16815 16816 16817 16818 16819 16820 16821 16822 16823 16824 16825 16826 16827 16828 16829 16830 16831 16832 16833 16834 16835 16836 16837 16838 16839 16840 16841 16842 16843 16844 16845 16846 16847 16848 16849 16850 16851 16852 16853 16854 16855 16856 16857 16858 16859 16860 16861 16862 16863 16864 16865 16866 16867 16868 16869 16870 16871 16872 16873 16874 16875 16876 16877 16878 16879 16880 16881 16882 16883 16884 16885 16886 16887 16888 16889 16890 16891 16892 16893 16894 16895 16896 16897 16898 16899 16900 16901 16902 16904 16905 16906 16907 16908 16909 16910 16911 16912 16913 16914 16915 16916 16918 16919 16920 16921 16922 16923 16924 16925 16926 16927 16928 16929 16930 16931 16932 16933 16934 16935 16936 16937 16938 16939 16940 16941 16942 16943 16944 16945 16946 16947 16948 16949 16950 16951 16952 16953 16954 16955 16956 16957 16958 16959 16960 16961 16962 16963 16964 16965 16966 16967 16968 16969 16970 16971 16972 16973 16974 16975 16976 16977 16978 16979 16980 16981 16982 16983 16984 16985 16986 16987 16988 16989 16990 16991 16992 16993 16994 16995 16996 16997 16998 16999 17000 17001 17002 17003 17004 17005 17006 17007 17008 17009 17010 17011 17012 17013 17014 17015 17016 17017 17018 17019 17020 17021 17022 17023 17024 17025 17026 17027 17028 17029 17030 17031 17032 17033 17034 17035 17036 17037 17038 17039 17040 17041 17042 17043 17044 17045 17046 17047 17048 17049 17050 17051 17052 17053 17054 17055 17056 17057 17058 17059 17060 17061 17062 17063 17064 17065 17066 17067 17068 17069 17070 17071 17072 17073 17074 17075 17076 17077 17078 17079 17080 17081 17082 17083 17084 17085 17086 17087 17088 17089 17090 17091 17092 17093 17094 17095 17096 17097 17098 17099 17100 17101 17102 17103 17104 17105 17106 17107 17108 17109 17110 17111 17112 17113 17115 17116 17117 17118 17119 17120 17121 17122 17123 17124 17125 17126 17127 17128 17129 17131 17132 17133 17134 17135 17136 17137 17138 17139 17140 17141 17142 17143 17144 17145 17146 17147 17148 17149 17150 17151 17152 17153 17154 17155 17156 17157 17158 17159 17160 17161 17162 17163 17164 17165 17166 17167 17168 17169 17170 17171 17172 17173 17174 17175 17176 17177 17178 17179 17180 17181 17182 17183 17184 17185 17186 17187 17188 17189 17190 17191 17192 17193 17194 17195 17196 17197 17198 17199 17200 17201 17202 17203 17204 17205 17206 17207 17208 17209 17210 17211 17212 17213 17214 17215 17216 17217 17218 17219 17220 17221 17222 17223 17224 17225 17226 17227 17228 17229 17230 17231 17232 17233 17234 17235 17236 17237 17238 17239 17240 17241 17242 17243 17244 17245 17246 17247 17248 17249 17250 17251 17252 17253 17254 17255 17256 17257 17258 17259 17260 17261 17262 17263 17264 17265 17266 17267 17268 17269 17270 17271 17272 17273 17274 17275 17276 17277 17278 17279 17280 17281 17282 17283 17284 17285 17286 17287 17288 17289 17290 17291 17292 17293 17294 17295 17296 17297 17298 17299 17300 17301 17302 17303 17304 17305 17306 17307 17308 17309 17310 17311 17312 17313 17314 17315 17316 17317 17318 17319 17320 17321 17322 17323 17324 17325 17326 17327 17328 17329 17330 17331 17332 17333 17334 17335 17336 17337 17338 17339 17340 17341 17342 17343 17344 17345 17346 17347 17348 17349 17350 17351 17352 17353 17354 17355 17356 17357 17358 17359 17360 17361 17362 17363 17364 17365 17366 17367 17368 17369 17370 17371 17372 17373 17374 17375 17376 17377 17378 17379 17380 17381 17382 17383 17384 17385 17386 17387 17388 17389 17390 17391 17392 17393 17394 17395 17396 17397 17398 17399 17400 17401 17402 17403 17404 17405 17406 17407 17408 17409 17410 17411 17412 17413 17414 17415 17416 17417 17418 17419 17420 17421 17422 17423 17424 17425 17426 17427 17428 17429 17430 17431 17432 17433 17434 17435 17436 17437 17438 17439 17440 17441 17442 17443 17444 17445 17446 17447 17448 17449 17450 17451 17452 17453 17454 17455 17456 17457 17458 17459 17460 17461 17462 17463 17464 17465 17466 17467 17468 17469 17470 17471 17472 17473 17474 17475 17476 17477 17478 17479 17480 17481 17482 17483 17484 17485 17486 17487 17488 17489 17490 17491 17492 17493 17494 17495 17496 17497 17498 17499 17500 17501 17502 17503 17504 17505 17506 17507 17508 17509 17510 17511 17512 17513 17514 17515 17516 17517 17518 17519 17520 17521 17522 17523 17524 17525 17526 17527 17528 17529 17530 17531 17532 17533 17534 17535 17536 17537 17538 17539 17540 17541 17542 17543 17544 17545 17546 17547 17548 17549 17550 17551 17552 17553 17554 17555 17556 17557 17558 17559 17560 17561 17562 17563 17564 17565 17566 17567 17568 17569 17570 17571 17572 17573 17574 17575 17576 17577 17578 17579 17580 17581 17582 17583 17584 17585 17586 17587 17588
## Number of NA : 16513
## [1] "======================================"
## names of rows contain missing values National_Kit
##
## Number of Missing values : 0
## [1] "======================================"
## names of NA rows of Club
##
## Number of NA : 0
## [1] "======================================"
## names of rows contain missing values Club
##
## Number of Missing values : 0
## [1] "======================================"
## names of NA rows of Club_Position
##
## Number of NA : 0
## [1] "======================================"
## names of rows contain missing values Club_Position
## 384
## Number of Missing values : 1
## [1] "======================================"
## names of NA rows of Club_Kit
## 384
## Number of NA : 1
## [1] "======================================"
## names of rows contain missing values Club_Kit
##
## Number of Missing values : 0
## [1] "======================================"
## names of NA rows of Club_Joining
##
## Number of NA : 0
## [1] "======================================"
## names of rows contain missing values Club_Joining
## 384
## Number of Missing values : 1
## [1] "======================================"
## names of NA rows of Contract_Expiry
## 384
## Number of NA : 1
## [1] "======================================"
## names of rows contain missing values Contract_Expiry
##
## Number of Missing values : 0
## [1] "======================================"
## names of NA rows of Rating
##
## Number of NA : 0
## [1] "======================================"
## names of rows contain missing values Rating
##
## Number of Missing values : 0
## [1] "======================================"
## names of NA rows of Height
##
## Number of NA : 0
## [1] "======================================"
## names of rows contain missing values Height
##
## Number of Missing values : 0
## [1] "======================================"
## names of NA rows of Weight
##
## Number of NA : 0
## [1] "======================================"
## names of rows contain missing values Weight
##
## Number of Missing values : 0
## [1] "======================================"
## names of NA rows of Preffered_Foot
##
## Number of NA : 0
## [1] "======================================"
## names of rows contain missing values Preffered_Foot
##
## Number of Missing values : 0
## [1] "======================================"
## names of NA rows of Birth_Date
##
## Number of NA : 0
## [1] "======================================"
## names of rows contain missing values Birth_Date
##
## Number of Missing values : 0
## [1] "======================================"
## names of NA rows of Age
##
## Number of NA : 0
## [1] "======================================"
## names of rows contain missing values Age
##
## Number of Missing values : 0
## [1] "======================================"
## names of NA rows of Preffered_Position
##
## Number of NA : 0
## [1] "======================================"
## names of rows contain missing values Preffered_Position
##
## Number of Missing values : 0
## [1] "======================================"
## names of NA rows of Work_Rate
##
## Number of NA : 0
## [1] "======================================"
## names of rows contain missing values Work_Rate
##
## Number of Missing values : 0
## [1] "======================================"
## names of NA rows of Weak_foot
##
## Number of NA : 0
## [1] "======================================"
## names of rows contain missing values Weak_foot
##
## Number of Missing values : 0
## [1] "======================================"
## names of NA rows of Skill_Moves
##
## Number of NA : 0
## [1] "======================================"
## names of rows contain missing values Skill_Moves
##
## Number of Missing values : 0
## [1] "======================================"
## names of NA rows of Ball_Control
##
## Number of NA : 0
## [1] "======================================"
## names of rows contain missing values Ball_Control
##
## Number of Missing values : 0
## [1] "======================================"
## names of NA rows of Dribbling
##
## Number of NA : 0
## [1] "======================================"
## names of rows contain missing values Dribbling
##
## Number of Missing values : 0
## [1] "======================================"
## names of NA rows of Marking
##
## Number of NA : 0
## [1] "======================================"
## names of rows contain missing values Marking
##
## Number of Missing values : 0
## [1] "======================================"
## names of NA rows of Sliding_Tackle
##
## Number of NA : 0
## [1] "======================================"
## names of rows contain missing values Sliding_Tackle
##
## Number of Missing values : 0
## [1] "======================================"
## names of NA rows of Standing_Tackle
##
## Number of NA : 0
## [1] "======================================"
## names of rows contain missing values Standing_Tackle
##
## Number of Missing values : 0
## [1] "======================================"
## names of NA rows of Aggression
##
## Number of NA : 0
## [1] "======================================"
## names of rows contain missing values Aggression
##
## Number of Missing values : 0
## [1] "======================================"
## names of NA rows of Reactions
##
## Number of NA : 0
## [1] "======================================"
## names of rows contain missing values Reactions
##
## Number of Missing values : 0
## [1] "======================================"
## names of NA rows of Attacking_Position
##
## Number of NA : 0
## [1] "======================================"
## names of rows contain missing values Attacking_Position
##
## Number of Missing values : 0
## [1] "======================================"
## names of NA rows of Interceptions
##
## Number of NA : 0
## [1] "======================================"
## names of rows contain missing values Interceptions
##
## Number of Missing values : 0
## [1] "======================================"
## names of NA rows of Vision
##
## Number of NA : 0
## [1] "======================================"
## names of rows contain missing values Vision
##
## Number of Missing values : 0
## [1] "======================================"
## names of NA rows of Composure
##
## Number of NA : 0
## [1] "======================================"
## names of rows contain missing values Composure
##
## Number of Missing values : 0
## [1] "======================================"
## names of NA rows of Crossing
##
## Number of NA : 0
## [1] "======================================"
## names of rows contain missing values Crossing
##
## Number of Missing values : 0
## [1] "======================================"
## names of NA rows of Short_Pass
##
## Number of NA : 0
## [1] "======================================"
## names of rows contain missing values Short_Pass
##
## Number of Missing values : 0
## [1] "======================================"
## names of NA rows of Long_Pass
##
## Number of NA : 0
## [1] "======================================"
## names of rows contain missing values Long_Pass
##
## Number of Missing values : 0
## [1] "======================================"
## names of NA rows of Acceleration
##
## Number of NA : 0
## [1] "======================================"
## names of rows contain missing values Acceleration
##
## Number of Missing values : 0
## [1] "======================================"
## names of NA rows of Speed
##
## Number of NA : 0
## [1] "======================================"
## names of rows contain missing values Speed
##
## Number of Missing values : 0
## [1] "======================================"
## names of NA rows of Stamina
##
## Number of NA : 0
## [1] "======================================"
## names of rows contain missing values Stamina
##
## Number of Missing values : 0
## [1] "======================================"
## names of NA rows of Strength
##
## Number of NA : 0
## [1] "======================================"
## names of rows contain missing values Strength
##
## Number of Missing values : 0
## [1] "======================================"
## names of NA rows of Balance
##
## Number of NA : 0
## [1] "======================================"
## names of rows contain missing values Balance
##
## Number of Missing values : 0
## [1] "======================================"
## names of NA rows of Agility
##
## Number of NA : 0
## [1] "======================================"
## names of rows contain missing values Agility
##
## Number of Missing values : 0
## [1] "======================================"
## names of NA rows of Jumping
##
## Number of NA : 0
## [1] "======================================"
## names of rows contain missing values Jumping
##
## Number of Missing values : 0
## [1] "======================================"
## names of NA rows of Heading
##
## Number of NA : 0
## [1] "======================================"
## names of rows contain missing values Heading
##
## Number of Missing values : 0
## [1] "======================================"
## names of NA rows of Shot_Power
##
## Number of NA : 0
## [1] "======================================"
## names of rows contain missing values Shot_Power
##
## Number of Missing values : 0
## [1] "======================================"
## names of NA rows of Finishing
##
## Number of NA : 0
## [1] "======================================"
## names of rows contain missing values Finishing
##
## Number of Missing values : 0
## [1] "======================================"
## names of NA rows of Long_Shots
##
## Number of NA : 0
## [1] "======================================"
## names of rows contain missing values Long_Shots
##
## Number of Missing values : 0
## [1] "======================================"
## names of NA rows of Curve
##
## Number of NA : 0
## [1] "======================================"
## names of rows contain missing values Curve
##
## Number of Missing values : 0
## [1] "======================================"
## names of NA rows of Freekick_Accuracy
##
## Number of NA : 0
## [1] "======================================"
## names of rows contain missing values Freekick_Accuracy
##
## Number of Missing values : 0
## [1] "======================================"
## names of NA rows of Penalties
##
## Number of NA : 0
## [1] "======================================"
## names of rows contain missing values Penalties
##
## Number of Missing values : 0
## [1] "======================================"
## names of NA rows of Volleys
##
## Number of NA : 0
## [1] "======================================"
## names of rows contain missing values Volleys
##
## Number of Missing values : 0
## [1] "======================================"
## names of NA rows of GK_Positioning
##
## Number of NA : 0
## [1] "======================================"
## names of rows contain missing values GK_Positioning
##
## Number of Missing values : 0
## [1] "======================================"
## names of NA rows of GK_Diving
##
## Number of NA : 0
## [1] "======================================"
## names of rows contain missing values GK_Diving
##
## Number of Missing values : 0
## [1] "======================================"
## names of NA rows of GK_Kicking
##
## Number of NA : 0
## [1] "======================================"
## names of rows contain missing values GK_Kicking
##
## Number of Missing values : 0
## [1] "======================================"
## names of NA rows of GK_Handling
##
## Number of NA : 0
## [1] "======================================"
## names of rows contain missing values GK_Handling
##
## Number of Missing values : 0
## [1] "======================================"
## names of NA rows of GK_Reflexes
##
## Number of NA : 0
## [1] "======================================"
## names of rows contain missing values GK_Reflexes
##
## Number of Missing values : 0
## [1] "======================================"Inspect data2
#Show the categories of the position
levels(soccer$Club_Position)## [1] "" "CAM" "CB" "CDM" "CF" "CM" "GK" "LAM" "LB" "LCB" "LCM"
## [12] "LDM" "LF" "LM" "LS" "LW" "LWB" "RAM" "RB" "RCB" "RCM" "RDM"
## [23] "Res" "RF" "RM" "RS" "RW" "RWB" "ST" "Sub"#Show the counts for each position
count(soccer, "Club_Position")## Club_Position freq
## 1 1
## 2 CAM 315
## 3 CB 83
## 4 CDM 119
## 5 CF 4
## 6 CM 79
## 7 GK 632
## 8 LAM 36
## 9 LB 549
## 10 LCB 631
## 11 LCM 354
## 12 LDM 266
## 13 LF 12
## 14 LM 414
## 15 LS 205
## 16 LW 133
## 17 LWB 45
## 18 RAM 36
## 19 RB 548
## 20 RCB 633
## 21 RCM 353
## 22 RDM 266
## 23 Res 3146
## 24 RF 12
## 25 RM 414
## 26 RS 206
## 27 RW 133
## 28 RWB 45
## 29 ST 426
## 30 Sub 7492#Find the row where no position shown
which(soccer$Club_Position == "") ## [1] 384soccer$Club_Position[which(soccer$Club_Position == "")] <- "ST"
#Find the row where Sub and Res position and their national positions
subposition <- which(soccer$Club_Position == "Sub")
resposition <- which(soccer$Club_Position == "Res")
soccer$National_Position[subposition]## [1] RCB RCB Sub CB Sub RB
## [18] RM LCM RCB LM CM LCB CDM LCM ST GK Sub
## [35] Sub LDM RB RCM RCB
## [52] RB Sub Sub Sub Sub Sub Sub
## [69] Sub LDM LCM
## [86] GK RB Sub
## [103] CAM Sub
## [120] Sub Sub Sub CAM RCM Sub
## [137] ST Sub Sub RS
## [154] Sub Sub
## [171] GK GK
## [188] RM Sub Sub Sub Sub
## [205] RCB LCB Sub RM RCM
## [222] Sub Sub CAM
## [239] RCM LCB Sub CAM Sub
## [256] Sub Sub ST Sub
## [273] RDM LDM
## [290] Sub Sub Sub Sub
## [307] LCM LAM RCB Sub Sub
## [324] Sub LS Sub ST
## [341] RM Sub
## [358] Sub
## [375] CAM Sub RS
## [392] Sub LCB
## [409] LB
## [426]
## [443] RM RB
## [460] Sub
## [477] Sub Sub RCB
## [494] Sub Sub LCB Sub RW
## [511] Sub
## [528] Sub
## [545] RS
## [562] Sub
## [579] RB
## [596] Sub
## [613] LB
## [630] Sub RM
## [647]
## [664] GK LCB Sub
## [681]
## [698] RB Sub CAM
## [715] ST
## [732] Sub CB Sub
## [749] LCM ST RCB
## [766] LB RCB
## [783] Sub Sub ST
## [800] RB LS
## [817] RCM Sub
## [834]
## [851] Sub
## [868] LAM
## [885] Sub
## [902] Sub Sub LM
## [919] Sub
## [936] Sub LCM
## [953] LCB Sub
## [970] Sub Sub Sub
## [987] LCB CM Sub
## [1004] RCB Sub
## [1021] Sub
## [1038] RCB Sub
## [1055]
## [1072] Sub Sub
## [1089]
## [1106] RDM
## [1123]
## [1140] RB
## [1157]
## [1174] RAM RS Sub
## [1191] Sub
## [1208] RM
## [1225] CM LDM
## [1242] LW Sub
## [1259] Sub
## [1276] LCM
## [1293] Sub Sub Sub
## [1310]
## [1327] Sub
## [1344]
## [1361] LM LS
## [1378]
## [1395] RS Sub
## [1412]
## [1429] Sub
## [1446] Sub
## [1463]
## [1480] Sub
## [1497] RCB Sub GK
## [1514]
## [1531] Sub Sub
## [1548]
## [1565] LB Sub
## [1582] Sub RS
## [1599]
## [1616]
## [1633]
## [1650] Sub
## [1667] Sub
## [1684] Sub
## [1701] LCB
## [1718] RCB
## [1735] Sub
## [1752]
## [1769]
## [1786] Sub LWB
## [1803]
## [1820]
## [1837]
## [1854]
## [1871]
## [1888]
## [1905] ST
## [1922]
## [1939]
## [1956]
## [1973] Sub
## [1990]
## [2007]
## [2024]
## [2041]
## [2058] RCB
## [2075]
## [2092]
## [2109] Sub
## [2126] Sub
## [2143]
## [2160]
## [2177]
## [2194]
## [2211]
## [2228]
## [2245]
## [2262]
## [2279] LCB RM LB LCB Sub
## [2296]
## [2313]
## [2330]
## [2347] Sub
## [2364] Sub
## [2381]
## [2398] LB
## [2415]
## [2432]
## [2449]
## [2466] RW
## [2483]
## [2500]
## [2517]
## [2534]
## [2551] RB
## [2568]
## [2585]
## [2602] Sub
## [2619] Sub
## [2636]
## [2653]
## [2670] Sub
## [2687]
## [2704]
## [2721]
## [2738]
## [2755]
## [2772] LS
## [2789]
## [2806]
## [2823]
## [2840]
## [2857]
## [2874]
## [2891]
## [2908]
## [2925] Sub
## [2942]
## [2959]
## [2976]
## [2993]
## [3010]
## [3027] RM
## [3044]
## [3061] Sub
## [3078] LDM
## [3095]
## [3112]
## [3129]
## [3146]
## [3163] Sub
## [3180]
## [3197] Sub LS
## [3214]
## [3231]
## [3248]
## [3265] Sub
## [3282] Sub
## [3299]
## [3316] Sub
## [3333]
## [3350]
## [3367]
## [3384]
## [3401]
## [3418]
## [3435]
## [3452] Sub
## [3469]
## [3486]
## [3503]
## [3520]
## [3537]
## [3554]
## [3571] GK
## [3588]
## [3605]
## [3622]
## [3639]
## [3656] Sub
## [3673]
## [3690]
## [3707]
## [3724] LB
## [3741]
## [3758]
## [3775]
## [3792] Sub
## [3809]
## [3826] Sub Sub
## [3843]
## [3860]
## [3877]
## [3894]
## [3911]
## [3928]
## [3945]
## [3962]
## [3979] LB
## [3996]
## [4013]
## [4030]
## [4047] GK
## [4064] LM
## [4081]
## [4098]
## [4115]
## [4132]
## [4149]
## [4166] RCM
## [4183] Sub
## [4200]
## [4217]
## [4234]
## [4251]
## [4268]
## [4285]
## [4302]
## [4319]
## [4336]
## [4353]
## [4370]
## [4387] RCM
## [4404]
## [4421]
## [4438]
## [4455]
## [4472]
## [4489]
## [4506]
## [4523]
## [4540]
## [4557]
## [4574]
## [4591]
## [4608]
## [4625]
## [4642]
## [4659]
## [4676]
## [4693]
## [4710]
## [4727] Sub
## [4744]
## [4761]
## [4778]
## [4795]
## [4812] Sub
## [4829]
## [4846]
## [4863]
## [4880]
## [4897]
## [4914]
## [4931] Sub
## [4948]
## [4965]
## [4982]
## [4999]
## [5016] LM
## [5033]
## [5050]
## [5067]
## [5084]
## [5101]
## [5118]
## [5135]
## [5152]
## [5169]
## [5186]
## [5203]
## [5220]
## [5237]
## [5254]
## [5271]
## [5288]
## [5305]
## [5322]
## [5339]
## [5356]
## [5373]
## [5390]
## [5407]
## [5424]
## [5441]
## [5458] Sub
## [5475]
## [5492]
## [5509]
## [5526]
## [5543]
## [5560]
## [5577]
## [5594]
## [5611]
## [5628]
## [5645]
## [5662]
## [5679]
## [5696]
## [5713]
## [5730] Sub
## [5747]
## [5764]
## [5781]
## [5798] Sub
## [5815]
## [5832]
## [5849]
## [5866]
## [5883]
## [5900]
## [5917]
## [5934] GK
## [5951]
## [5968]
## [5985] Sub
## [6002]
## [6019]
## [6036]
## [6053]
## [6070]
## [6087]
## [6104]
## [6121]
## [6138]
## [6155]
## [6172]
## [6189]
## [6206]
## [6223]
## [6240]
## [6257]
## [6274] Sub
## [6291]
## [6308]
## [6325]
## [6342]
## [6359]
## [6376]
## [6393]
## [6410]
## [6427]
## [6444]
## [6461]
## [6478]
## [6495]
## [6512]
## [6529]
## [6546]
## [6563]
## [6580]
## [6597]
## [6614]
## [6631]
## [6648]
## [6665]
## [6682]
## [6699]
## [6716]
## [6733]
## [6750]
## [6767]
## [6784]
## [6801]
## [6818]
## [6835]
## [6852]
## [6869]
## [6886]
## [6903]
## [6920]
## [6937]
## [6954]
## [6971]
## [6988]
## [7005]
## [7022]
## [7039]
## [7056]
## [7073]
## [7090]
## [7107]
## [7124]
## [7141]
## [7158]
## [7175]
## [7192]
## [7209]
## [7226]
## [7243]
## [7260]
## [7277]
## [7294]
## [7311]
## [7328]
## [7345]
## [7362]
## [7379]
## [7396]
## [7413]
## [7430]
## [7447]
## [7464]
## [7481]
## 28 Levels: CAM CB CDM CM GK LAM LB LCB LCM LDM LF LM LS LW LWB RAM ... Subsoccer$National_Position[resposition]## [1] Sub LCM RCM LCM Sub
## [18] ST CAM RM LDM Sub RCB
## [35] RAM RS Sub CM RS RM
## [52] Sub Sub Sub Sub RCM RB Sub
## [69] GK GK Sub Sub Sub Sub
## [86] LCB Sub LCB LS Sub RM Sub LM
## [103] Sub Sub Sub RCB ST Sub
## [120] Sub Sub Sub GK Sub
## [137] Sub Sub LCB LB Sub LCM
## [154] CB Sub Sub LDM
## [171] Sub Sub Sub Sub Sub Sub
## [188] Sub
## [205] Sub Sub CAM Sub LCB
## [222] Sub Sub LB Sub
## [239] Sub Sub Sub Sub ST Sub LWB
## [256] LCM Sub Sub Sub CAM GK
## [273] Sub
## [290] Sub Sub RB
## [307] Sub GK Sub RDM
## [324] LB
## [341] Sub Sub Sub Sub
## [358] Sub LCB RB
## [375] Sub Sub Sub
## [392] Sub
## [409] Sub RCB
## [426] Sub RB CAM
## [443] Sub RM Sub LDM
## [460] Sub Sub
## [477] LCB LCB LCB Sub
## [494] LM GK
## [511] RCB ST
## [528] Sub
## [545] LCB RS Sub
## [562] Sub LB LS Sub
## [579] Sub Sub
## [596]
## [613]
## [630] RCM Sub
## [647] LDM Sub
## [664] RCB
## [681] Sub
## [698] Sub RCB Sub ST Sub
## [715]
## [732] Sub Sub
## [749]
## [766]
## [783] Sub LCM
## [800] CM
## [817] CDM Sub
## [834] Sub RCM
## [851]
## [868] Sub RB Sub
## [885]
## [902] Sub Sub
## [919] Sub Sub
## [936]
## [953]
## [970]
## [987]
## [1004]
## [1021] Sub Sub
## [1038]
## [1055] Sub
## [1072]
## [1089] Sub LB Sub LCM
## [1106] Sub
## [1123] Sub Sub LB
## [1140] Sub
## [1157]
## [1174] CM
## [1191] Sub
## [1208]
## [1225] Sub Sub
## [1242]
## [1259]
## [1276] Sub
## [1293]
## [1310] Sub
## [1327] Sub RS
## [1344] GK
## [1361]
## [1378]
## [1395] Sub RB RCB
## [1412]
## [1429]
## [1446]
## [1463]
## [1480] LM
## [1497]
## [1514]
## [1531]
## [1548] Sub Sub Sub Sub
## [1565]
## [1582]
## [1599] LM
## [1616]
## [1633] Sub
## [1650]
## [1667]
## [1684] Sub
## [1701] Sub
## [1718]
## [1735] Sub
## [1752] Sub RB
## [1769]
## [1786] LCB
## [1803]
## [1820] Sub
## [1837]
## [1854]
## [1871] Sub
## [1888]
## [1905]
## [1922]
## [1939] LCB
## [1956] Sub Sub
## [1973]
## [1990] RM
## [2007] Sub
## [2024] Sub
## [2041] Sub
## [2058]
## [2075] Sub Sub
## [2092] Sub
## [2109]
## [2126]
## [2143] LDM
## [2160]
## [2177] Sub RDM
## [2194] RM Sub
## [2211] LS Sub
## [2228]
## [2245]
## [2262]
## [2279]
## [2296]
## [2313]
## [2330]
## [2347]
## [2364] LB
## [2381]
## [2398]
## [2415]
## [2432]
## [2449]
## [2466]
## [2483]
## [2500]
## [2517] LB
## [2534] RB
## [2551]
## [2568] Sub
## [2585]
## [2602] Sub
## [2619]
## [2636]
## [2653]
## [2670] Sub
## [2687]
## [2704]
## [2721]
## [2738]
## [2755]
## [2772]
## [2789] Sub
## [2806]
## [2823]
## [2840] Sub Sub
## [2857]
## [2874]
## [2891]
## [2908]
## [2925]
## [2942] Sub Sub
## [2959]
## [2976]
## [2993]
## [3010]
## [3027]
## [3044]
## [3061]
## [3078]
## [3095]
## [3112]
## [3129]
## [3146]
## 28 Levels: CAM CB CDM CM GK LAM LB LCB LCM LDM LF LM LS LW LWB RAM ... Sublength(subposition)## [1] 7492length(resposition)## [1] 3146#Bring national positions for those two positions to the club positions (modify data)
soccer$Club_Position <- as.character(soccer$Club_Position)
soccer$Club_Position[subposition] <- as.character(soccer$National_Position)[subposition]
soccer$Club_Position[resposition] <- as.character(soccer$National_Position)[resposition]
#Recheck sub and res position
length(which(soccer$Club_Position == "Sub")) ## [1] 271length(which(soccer$Club_Position == "Res")) ## [1] 0subposition <- which(soccer$Club_Position == "Sub")
empty <- which(soccer$Club_Position == "")
length(subposition)## [1] 271length(empty)## [1] 10151soccer_positioncleaned <- soccer[-as.vector(subposition),]
soccer_positioncleaned <- soccer_positioncleaned[-as.vector(empty),]
soccer## Name Nationality
## 1 Cristiano Ronaldo Portugal
## 2 Lionel Messi Argentina
## 3 Neymar Brazil
## 4 Luis Suárez Uruguay
## 5 Manuel Neuer Germany
## 6 De Gea Spain
## 7 Robert Lewandowski Poland
## 8 Gareth Bale Wales
## 9 Zlatan Ibrahimović Sweden
## 10 Thibaut Courtois Belgium
## 11 Jérôme Boateng Germany
## 12 Eden Hazard Belgium
## 13 Luka Modrić Croatia
## 14 Mesut Özil Germany
## 15 Gonzalo Higuaín Argentina
## 16 Thiago Silva Brazil
## 17 Sergio Ramos Spain
## 18 Sergio Agüero Argentina
## 19 Paul Pogba France
## 20 Antoine Griezmann France
## 21 Kevin De Bruyne Belgium
## 22 Marco Reus Germany
## 23 Alexis Sánchez Chile
## 24 Toni Kroos Germany
## 25 Diego Godín Uruguay
## 26 Mats Hummels Germany
## 27 Hugo Lloris France
## 28 Giorgio Chiellini Italy
## 29 Philipp Lahm Germany
## 30 Pepe Portugal
## 31 Petr Čech Czech Republic
## 32 Gianluigi Buffon Italy
## 33 Iniesta Spain
## 34 Jan Oblak Slovenia
## 35 James Rodríguez Colombia
## 36 Pierre-Emerick Aubameyang Gabon
## 37 Leonardo Bonucci Italy
## 38 Arturo Vidal Chile
## 39 Ivan Rakitić Croatia
## 40 David Silva Spain
## 41 Samir Handanovič Slovenia
## 42 Piqué Spain
## 43 Arjen Robben Netherlands
## 44 Paulo Dybala Argentina
## 45 Marco Verratti Italy
## 46 David Alaba Austria
## 47 Henrikh Mkhitaryan Armenia
## 48 Bernd Leno Germany
## 49 Thomas Müller Germany
## 50 Sergio Busquets Spain
## 51 Thiago Spain
## 52 Jordi Alba Spain
## 53 Coutinho Brazil
## 54 Ángel Di María Argentina
## 55 Diego Costa Spain
## 56 Edinson Cavani Uruguay
## 57 Radja Nainggolan Belgium
## 58 Marcelo Brazil
## 59 Claudio Marchisio Italy
## 60 Miranda Brazil
## 61 Karim Benzema France
## 62 Cesc Fàbregas Spain
## 63 Franck Ribéry France
## 64 Santi Cazorla Spain
## 65 Andrea Barzagli Italy
## 66 Harry Kane England
## 67 Alexandre Lacazette France
## 68 Keylor Navas Costa Rica
## 69 Romelu Lukaku Belgium
## 70 Christian Eriksen Denmark
## 71 İlkay Gündoğan Germany
## 72 Toby Alderweireld Belgium
## 73 Willian Brazil
## 74 Miralem Pjanić Bosnia Herzegovina
## 75 Juan Mata Spain
## 76 Javi Martinez Spain
## 77 Dimitri Payet France
## 78 Dries Mertens Belgium
## 79 Sokratis Greece
## 80 Marek Hamšik Slovakia
## 81 Blaise Matuidi France
## 82 Stéphane Ruffier France
## 83 Laurent Koscielny France
## 84 Filipe Luís Brazil
## 85 Vincent Kompany Belgium
## 86 Aymeric Laporte France
## 87 Yannick Carrasco Belgium
## 88 Carvajal Spain
## 89 Riyad Mahrez Algeria
## 90 Raphaël Varane France
## 91 Mauro Icardi Argentina
## 92 Lorenzo Insigne Italy
## 93 Isco Spain
## 94 Koke Spain
## 95 Kostas Manolas Greece
## 96 Danijel Subašić Croatia
## 97 Nicolás Otamendi Argentina
## 98 Shkodran Mustafi Germany
## 99 Nemanja Matić Serbia
## 100 Alex Sandro Brazil
## 101 Kamil Glik Poland
## 102 Douglas Costa Brazil
## 103 Kevin Strootman Netherlands
## 104 Nicolás Gaitán Argentina
## 105 Bruno Spain
## 106 Ivan Perišić Croatia
## 107 David Luiz Brazil
## 108 Sami Khedira Germany
## 109 Benedikt Höwedes Germany
## 110 Ralf Fährmann Germany
## 111 Sergio Asenjo Spain
## 112 Éver Banega Argentina
## 113 Medhi Benatia Morocco
## 114 Steve Mandanda France
## 115 Dani Alves Brazil
## 116 Arda Turan Turkey
## 117 Javier Mascherano Argentina
## 118 Aduriz Spain
## 119 Yaya Touré Ivory Coast
## 120 Eric Bailly Ivory Coast
## 121 José María Giménez Uruguay
## 122 N'Golo Kanté France
## 123 Gerónimo Rulli Argentina
## 124 João Mário Portugal
## 125 André Gomes Portugal
## 126 Marquinhos Brazil
## 127 Carlos Bacca Colombia
## 128 William Carvalho Portugal
## 129 Karim Bellarabi Germany
## 130 Raheem Sterling England
## 131 Julian Draxler Germany
## 132 Roberto Firmino Brazil
## 133 Marcos Rojo Argentina
## 134 Kalidou Koulibaly Senegal
## 135 Danilo Pereira Portugal
## 136 Timo Horn Germany
## 137 Casemiro Brazil
## 138 Vitolo Spain
## 139 Anthony Lopes Portugal
## 140 Mattia Perin Italy
## 141 Joel Matip Cameroon
## 142 Juan Cuadrado Colombia
## 143 Iago Aspas Spain
## 144 Marc-André ter Stegen Germany
## 145 Mario Götze Germany
## 146 Ander Herrera Spain
## 147 Javier Pastore Argentina
## 148 Chris Smalling England
## 149 Pedro Spain
## 150 Giacomo Bonaventura Italy
## 151 Roman Bürki Switzerland
## 152 Oscar Brazil
## 153 Steven N'Zonzi France
## 154 Aaron Ramsey Wales
## 155 Mateo Musacchio Argentina
## 156 Ömer Toprak Turkey
## 157 José Callejón Spain
## 158 Adrien Silva Portugal
## 159 Azpilicueta Spain
## 160 Sebastian Giovinco Italy
## 161 Anthony Modeste France
## 162 Mario Mandžukić Croatia
## 163 Adam Lallana England
## 164 Olivier Giroud France
## 165 Rui Patrício Portugal
## 166 Yann Sommer Switzerland
## 167 Jonas Brazil
## 168 Kévin Gameiro France
## 169 Claudio Bravo Chile
## 170 Łukasz Piszczek Poland
## 171 Jan Vertonghen Belgium
## 172 Asmir Begović Bosnia Herzegovina
## 173 Naldo Brazil
## 174 Daniel Sturridge England
## 175 José Fonte Portugal
## 176 Ezequiel Garay Argentina
## 177 Samir Nasri France
## 178 Gary Cahill England
## 179 Ashley Williams Wales
## 180 Leighton Baines England
## 181 Kasper Schmeichel Denmark
## 182 Borja Valero Spain
## 183 Hatem Ben Arfa France
## 184 Joe Hart England
## 185 Juanfran Spain
## 186 Wesley Sneijder Netherlands
## 187 Nani Portugal
## 188 Stephan Lichtsteiner Switzerland
## 189 Wayne Rooney England
## 190 Daniele De Rossi Italy
## 191 José Reina Spain
## 192 Quaresma Portugal
## 193 Marco Asensio Spain
## 194 Bernardo Silva Portugal
## 195 Islam Slimani Algeria
## 196 Jonathan Tah Germany
## 197 Anthony Martial France
## 198 Dele Alli England
## 199 Ederson Brazil
## 200 Mohamed Salah Egypt
## 201 Sadio Mané Senegal
## 202 Lucas Vázquez Spain
## 203 Franco Vázquez Italy
## 204 Manu Trigueros Spain
## 205 Samuel Umtiti France
## 206 Stefan Savić Montenegro
## 207 Roque Mesa Spain
## 208 Loris Karius Germany
## 209 Alessandro Florenzi Italy
## 210 Virgil van Dijk Netherlands
## 211 Jack Butland England
## 212 Morata Spain
## 213 Lucas Brazil
## 214 Yevhen Konoplyanka Ukraine
## 215 Francesco Acerbi Italy
## 216 Nolito Spain
## 217 Granit Xhaka Switzerland
## 218 Stefan de Vrij Netherlands
## 219 Jonathan Viera Spain
## 220 Pizzi Portugal
## 221 Serge Aurier Ivory Coast
## 222 Grzegorz Krychowiak Poland
## 223 Kevin Kampl Slovenia
## 224 Dejan Lovren Croatia
## 225 Gary Medel Chile
## 226 Idrissa Gueye Senegal
## 227 Víctor Ruíz Spain
## 228 Ricardo Rodríguez Switzerland
## 229 Xherdan Shaqiri Switzerland
## 230 Ciro Immobile Italy
## 231 Nathaniel Clyne England
## 232 Iborra Spain
## 233 Jack Wilshere England
## 234 Shinji Kagawa Japan
## 235 Kevin Trapp Germany
## 236 Taison Brazil
## 237 Kyle Walker England
## 238 Marlos Brazil
## 239 Luiz Gustavo Brazil
## 240 Giuliano Brazil
## 241 Gylfi Sigurðsson Iceland
## 242 Yacine Brahimi Algeria
## 243 Marko Arnautović Austria
## 244 Jordan Henderson England
## 245 Orestis Karnezis Greece
## 246 Mamadou Sakho France
## 247 Adil Rami France
## 248 Fernando Néstor Muslera Uruguay
## 249 Vedran Ćorluka Croatia
## 250 Edin Džeko Bosnia Herzegovina
## 251 Séamus Coleman Republic of Ireland
## 252 Javier Hernández Mexico
## 253 Beñat Spain
## 254 Lars Bender Germany
## 255 Axel Witsel Belgium
## 256 Morgan Schneiderlin France
## 257 Kevin Mirallas Belgium
## 258 Carlos Vela Mexico
## 259 Emiliano Viviano Italy
## 260 Antonio Valencia Ecuador
## 261 Gonzalo Castro Germany
## 262 Falcao Colombia
## 263 Diego Alves Brazil
## 264 Andrea Consigli Italy
## 265 João Moutinho Portugal
## 266 Moussa Dembélé Belgium
## 267 Michael Krohn-Dehli Denmark
## 268 Loïc Perrin France
## 269 Lucas Biglia Argentina
## 270 Benoît Costil France
## 271 Raúl Albiol Spain
## 272 Mario Gómez Germany
## 273 Gabi Spain
## 274 Diego López Spain
## 275 Raffael Brazil
## 276 Alejandro Gómez Argentina
## 277 Gonzalo Rodríguez Argentina
## 278 Vincent Enyeama Nigeria
## 279 Kaká Brazil
## 280 Fernandinho Brazil
## 281 David Villa Spain
## 282 Victor Valdés Spain
## 283 Per Mertesacker Germany
## 284 Patrice Evra France
## 285 Xabi Alonso Spain
## 286 Michael Carrick England
## 287 Andrea Pirlo Italy
## 288 Casillas Spain
## 289 Ousmane Dembélé France
## 290 Corentin Tolisso France
## 291 Marcelo Brozović Croatia
## 292 Federico Bernardeschi Italy
## 293 Niklas Süle Germany
## 294 Domenico Berardi Italy
## 295 Morgan Sanson France
## 296 Samu Castillejo Spain
## 297 Adrien Rabiot France
## 298 Leon Goretzka Germany
## 299 Quincy Promes Netherlands
## 300 Andrea Belotti Italy
## 301 Jonas Hector Germany
## 302 Mateo Kovačić Croatia
## 303 Sergio Rico Spain
## 304 Oleg Shatov Russia
## 305 Jorginho Italy
## 306 Florian Thauvin France
## 307 Michy Batshuayi Belgium
## 308 Iñigo Martínez Spain
## 309 Suso Spain
## 310 Deulofeu Spain
## 311 Felipe Anderson Brazil
## 312 Jasper Cillessen Netherlands
## 313 Wissam Ben Yedder France
## 314 Lucas Pérez Spain
## 315 Ross Barkley England
## 316 Cédric Bakambu DR Congo
## 317 Bartra Spain
## 318 André Schürrle Germany
## 319 Roberto Pereyra Argentina
## 320 Mario Gaspar Spain
## 321 Fabián Orellana Chile
## 322 Lukáš Hrádecký Finland
## 323 Daley Blind Netherlands
## 324 De Marcos Spain
## 325 Wilfried Bony Ivory Coast
## 326 Iturraspe Spain
## 327 Parejo Spain
## 328 Salomón Rondón Venezuela
## 329 Daniel Carriço Portugal
## 330 Bas Dost Netherlands
## 331 James McCarthy Republic of Ireland
## 332 Camacho Spain
## 333 Paulinho Brazil
## 334 Alan Dzagoev Russia
## 335 Igor Smolnikov Russia
## 336 Lars Stindl Germany
## 337 Mario Balotelli Italy
## 338 Wojciech Szczęsny Poland
## 339 Nikola Kalinić Croatia
## 340 Mikel San José Spain
## 341 Christian Benteke Belgium
## 342 Marco Parolo Italy
## 343 Ljubomir Fejsa Serbia
## 344 Martín Cáceres Uruguay
## 345 Georginio Wijnaldum Netherlands
## 346 Federico Fazio Argentina
## 347 Simon Kjær Denmark
## 348 Loïc Rémy France
## 349 Miguel Layún Mexico
## 350 Adán Spain
## 351 Benoît Trémoulinas France
## 352 Sven Bender Germany
## 353 Mathieu Valbuena France
## 354 Bojan Spain
## 355 Augusto Fernández Argentina
## 356 Antonio Candreva Italy
## 357 Davide Astori Italy
## 358 Raúl García Spain
## 359 Giovani dos Santos Mexico
## 360 Erik Lamela Argentina
## 361 Ryan Shawcross England
## 362 Danny Rose England
## 363 Renato Augusto Brazil
## 364 Martin Škrtel Slovakia
## 365 Theo Walcott England
## 366 Bacary Sagna France
## 367 Dante Brazil
## 368 Salomon Kalou Ivory Coast
## 369 André-Pierre Gignac France
## 370 Lukas Podolski Germany
## 371 Negredo Spain
## 372 Pablo Zabaleta Argentina
## 373 Darijo Srna Croatia
## 374 Cédric Carrasso France
## 375 Rubén Castro Spain
## 376 Jérémy Mathieu France
## 377 Carlos Idriss Kameni Cameroon
## 378 Moyá Spain
## 379 Rune Almenning Jarstein Norway
## 380 Jermain Defoe England
## 381 Thiago Motta Italy
## 382 Fernando Torres Spain
## 383 Júlio César Brazil
## 384 Didier Drogba Ivory Coast
## 385 Danny Portugal
## 386 John Terry England
## 387 Samuel Eto'o Cameroon
## 388 Tiago Portugal
## 389 Gelson Martins Portugal
## 390 Leroy Sané Germany
## 391 Julian Weigl Germany
## 392 Nabil Fekir France
## 393 Jean Michaël Seri Ivory Coast
## 394 Williams Spain
## 395 Marco Sportiello Italy
## 396 Keita Baldé Diao Senegal
## 397 Nikola Maksimović Serbia
## 398 Thomas Lemar France
## 399 Kingsley Coman France
## 400 Alisson Brazil
## 401 Joshua Kimmich Germany
## 402 Julian Brandt Germany
## 403 Sofiane Boufal Morocco
## 404 Bruma Portugal
## 405 Daniele Rugani Italy
## 406 Raphaël Guerreiro Portugal
## 407 Fabinho Brazil
## 408 Jamie Vardy England
## 409 Hakim Ziyech Morocco
## 410 Emil Forsberg Sweden
## 411 Saúl Spain
## 412 Felipe Brazil
## 413 Taras Stepanenko Ukraine
## 414 Luke Shaw England
## 415 Leo Baptistao Brazil
## 416 Antonio Rüdiger Germany
## 417 Matija Nastasić Serbia
## 418 Denis Suárez Spain
## 419 Kurt Zouma France
## 420 John Brooks United States
## 421 Héctor Bellerín Spain
## 422 Thorgan Hazard Belgium
## 423 Davy Klaassen Netherlands
## 424 Valère Germain France
## 425 Paul-Georges Ntep France
## 426 Layvin Kurzawa France
## 427 Rafinha Brazil
## 428 Jeison Murillo Colombia
## 429 Riccardo Saponara Italy
## 430 Djibril Sidibé France
## 431 Nacho Fernández Spain
## 432 Josip Iličić Slovenia
## 433 Kevin Volland Germany
## 434 Allan Brazil
## 435 Pablo Hernández Chile
## 436 Sergi Roberto Spain
## 437 Wilfried Zaha Ivory Coast
## 438 Manolo Gabbiadini Italy
## 439 Josuha Guilavogui France
## 440 Patrick Herrmann Germany
## 441 Sebastián Coates Uruguay
## 442 Oğuzhan Özyakup Turkey
## 443 Yaroslav Rakitskyi Ukraine
## 444 Phil Jones England
## 445 Adrián Spain
## 446 Neto Brazil
## 447 Hugo Mallo Spain
## 448 Daniel Didavi Germany
## 449 Younès Belhanda Morocco
## 450 Oliver Baumann Germany
## 451 Mário Fernandes Russia
## 452 Roberto Soriano Italy
## 453 Jesús Corona Mexico
## 454 Maxime Gonalons France
## 455 Alphonse Areola France
## 456 Yunus Mallı Turkey
## 457 Eduardo Salvio Argentina
## 458 Stephan El Shaarawy Italy
## 459 Iago Falqué Spain
## 460 Marwin Hitz Switzerland
## 461 Thimothée Kolodziejczak France
## 462 Francis Coquelin France
## 463 Marcel Schmelzer Germany
## 464 Ryad Boudebouz Algeria
## 465 Ganso Brazil
## 466 Fedor Smolov Russia
## 467 Christian Noboa Ecuador
## 468 Kwadwo Asamoah Ghana
## 469 Ron-Robert Zieler Germany
## 470 Danny Welbeck England
## 471 Danny Drinkwater England
## 472 Aleksandar Kolarov Serbia
## 473 Matteo Darmian Italy
## 474 Ibrahima Traoré Guinea
## 475 Diego Perotti Argentina
## 476 Angelo Ogbonna Italy
## 477 Max Kruse Germany
## 478 Konstantinos Mitroglou Greece
## 479 Nordin Amrabat Morocco
## 480 Stevan Jovetić Montenegro
## 481 Jeremain Lens Netherlands
## 482 Branislav Ivanović Serbia
## 483 Eder Italy
## 484 Kiko Casilla Spain
## 485 Nacho Monreal Spain
## 486 Serdar Tasci Germany
## 487 Marcelo Díaz Chile
## 488 André Ayew Ghana
## 489 Winston Reid New Zealand
## 490 Lucas Leiva Brazil
## 491 Kevin-Prince Boateng Ghana
## 492 Héctor Moreno Mexico
## 493 Cristian Ansaldi Argentina
## 494 Daniel Wass Denmark
## 495 Coke Spain
## 496 Andrés Guardado Mexico
## 497 Jonathan dos Santos Mexico
## 498 Ryan Bertrand England
## 499 Jardel Brazil
## 500 Salvatore Sirigu Italy
## 501 Yohan Cabaye France
## 502 Vitaliy Denisov Uzbekistan
## 503 Dušan Basta Serbia
## 504 Gustavo Cabral Argentina
## 505 Gabriel Paletta Italy
## 506 Łukasz Fabiański Poland
## 507 Ben Foster England
## 508 Vedad Ibišević Bosnia Herzegovina
## 509 Andreas Granqvist Sweden
## 510 Héctor Herrera Mexico
## 511 Igor Akinfeev Russia
## 512 Fernando Belluschi Argentina
## 513 Andriy Pyatov Ukraine
## 514 Antonio Mirante Italy
## 515 Federico Marchetti Italy
## 516 James Milner England
## 517 Michel Vorm Netherlands
## 518 Daniel Baier Germany
## 519 Atiba Hutchinson Canada
## 520 Mehmet Topal Turkey
## 521 Bastian Schweinsteiger Germany
## 522 René Adler Germany
## 523 Jérémy Toulalan France
## 524 Phil Jagielka England
## 525 Stefano Sorrentino Italy
## 526 Robin van Persie Netherlands
## 527 Gareth Barry England
## 528 Francesco Totti Italy
## 529 Gianluigi Donnarumma Italy
## 530 Nélson Semedo Portugal
## 531 Florin Andone Romania
## 532 Sergej Milinković-Savić Serbia
## 533 Omar Al Soma Syria
## 534 Petros Brazil
## 535 Victor Nilsson Lindelöf Sweden
## 536 Naby Keïta Guinea
## 537 Tiémoué Bakayoko France
## 538 Mahmoud Dahoud Germany
## 539 Rúben Semedo Portugal
## 540 Rafa Portugal
## 541 Dani García Spain
## 542 Lisandro López Argentina
## 543 Ángel Correa Argentina
## 544 Andreas Christensen Denmark
## 545 Nabil Bentaleb Algeria
## 546 Stanislav Kritsyuk Russia
## 547 Divock Origi Belgium
## 548 Max Meyer Germany
## 549 Gayà Spain
## 550 Marco Benassi Italy
## 551 Pedro Santos Portugal
## 552 Elseid Hysaj Albania
## 553 João Cancelo Portugal
## 554 Alessio Romagnoli Italy
## 555 Piotr Zieliński Poland
## 556 Bruno Peres Brazil
## 557 Ricardo Pereira Portugal
## 558 Óliver Torres Spain
## 559 Filip Kostić Serbia
## 560 Emre Can Germany
## 561 Matthias Ginter Germany
## 562 Luciano Vietto Argentina
## 563 Arrizabalaga Spain
## 564 Maximilian Arnold Germany
## 565 Alassane Pléa France
## 566 Denis Cheryshev Russia
## 567 Edin Višća Bosnia Herzegovina
## 568 Bernard Brazil
## 569 Daniele Baselli Italy
## 570 Arkadiusz Milik Poland
## 571 Bernat Spain
## 572 Šime Vrsaljko Croatia
## 573 Eric Botteghin Brazil
## 574 John Stones England
## 575 Jannik Vestergaard Denmark
## 576 Simone Zaza Italy
## 577 Sergi Darder Spain
## 578 Fernando Brazil
## 579 Memphis Depay Netherlands
## 580 Jesé Spain
## 581 Thomas Meunier Belgium
## 582 Eric Dier England
## 583 Federico Fernández Argentina
## 584 Nicola Sansone Italy
## 585 Gastón Ramírez Uruguay
## 586 Faouzi Ghoulam Algeria
## 587 Gabriel Brazil
## 588 Vladimír Darida Czech Republic
## 589 Cédric Portugal
## 590 Lorenzo Tonelli Italy
## 591 Benjamin Lecomte France
## 592 Lucas Digne France
## 593 Paco Alcácer Spain
## 594 Heung Min Son Korea Republic
## 595 Vicente Gómez Spain
## 596 Emre Çolak Turkey
## 597 André André Portugal
## 598 Dušan Tadić Serbia
## 599 Danilo Brazil
## 600 Pablo Sarabia Spain
## 601 Alex Oxlade-Chamberlain England
## 602 Marco Höger Germany
## 603 Florian Lejeune France
## 604 Giannelli Imbula France
## 605 Nicolás Lodeiro Uruguay
## 606 Daniel Caligiuri Italy
## 607 Jeffrey Bruma Netherlands
## 608 Willian José Brazil
## 609 Wahbi Khazri Tunisia
## 610 Keko Spain
## 611 Gil Brazil
## 612 Martin Braithwaite Denmark
## 613 Jaume Costa Spain
## 614 Romain Hamouma France
## 615 Escudero Spain
## 616 Marcos Alonso Spain
## 617 Holger Badstuber Germany
## 618 Osvaldo Alonso Cuba
## 619 Juraj Kucka Slovakia
## 620 Jeroen Zoet Netherlands
## 621 Illarramendi Spain
## 622 Adem Ljajić Serbia
## 623 Eliaquim Mangala France
## 624 Canales Spain
## 625 Balenziaga Spain
## 626 Rafael Brazil
## 627 Sebastian Rudy Germany
## 628 Jonathas Brazil
## 629 Aleksandar Dragović Austria
## 630 Manuel Lanzini Argentina
## 631 Victor Wanyama Kenya
## 632 Alfred N'Diaye Senegal
## 633 Nicolas Nkoulou Cameroon
## 634 Volkan Babacan Turkey
## 635 Seydou Doumbia Ivory Coast
## 636 Pavel Mamaev Russia
## 637 Artem Dzyuba Russia
## 638 Maurício Brazil
## 639 Yann M'Vila France
## 640 Kieran Gibbs England
## 641 Mariano Brazil
## 642 Sofiane Feghouli Algeria
## 643 Fernando Brazil
## 644 Claudio Yacob Argentina
## 645 Roberto Spain
## 646 Moussa Sissoko France
## 647 Maximiliano Pereira Uruguay
## 648 Sidnei Brazil
## 649 William Vainqueur France
## 650 Miguel Veloso Portugal
## 651 Fabricio Spain
## 652 Vieirinha Portugal
## 653 Fabian Johnson United States
## 654 Demba Ba Senegal
## 655 Bryan Ruíz Costa Rica
## 656 Marcus Berg Sweden
## 657 Pontus Wernbloom Sweden
## 658 David Ospina Colombia
## 659 Ignacio Piatti Argentina
## 660 Valter Birsa Slovenia
## 661 Matías Fernández Chile
## 662 Marcano Spain
## 663 Simon Mignolet Belgium
## 664 Sergio Romero Argentina
## 665 Domenico Criscito Italy
## 666 Castán Brazil
## 667 Moussa Sow Senegal
## 668 Diego Valeri Argentina
## 669 Nuri Şahin Turkey
## 670 Jonny Evans Northern Ireland
## 671 Danilo Brazil
## 672 Nicolás Pareja Argentina
## 673 Ştefan Radu Romania
## 674 Nicolas Lombaerts Belgium
## 675 Giuseppe Rossi Italy
## 676 Llorente Spain
## 677 Bafétimbi Gomis France
## 678 Mathieu Debuchy France
## 679 Ibrahim Afellay Netherlands
## 680 Jefferson Farfán Peru
## 681 Manuel Fernandes Portugal
## 682 Scott Dann England
## 683 Clint Dempsey United States
## 684 Michael Bradley United States
## 685 Yoann Gourcuff France
## 686 Hilton Brazil
## 687 Pablo Batalla Argentina
## 688 Gaël Clichy France
## 689 Klaas-Jan Huntelaar Netherlands
## 690 Luisão Brazil
## 691 Vasiliy Berezutskiy Russia
## 692 Igor Denisov Russia
## 693 Alexandr Samedov Russia
## 694 Jesús Navas Spain
## 695 Xabi Prieto Spain
## 696 Javi Fuego Spain
## 697 Marcelo Barovero Argentina
## 698 Lisandro López Argentina
## 699 Guillermo Ochoa Mexico
## 700 Bruno Alves Portugal
## 701 Burak Yılmaz Turkey
## 702 Diego Benaglio Switzerland
## 703 Zoran Tošić Serbia
## 704 Maxwell Brazil
## 705 Kim Källström Sweden
## 706 Tim Howard United States
## 707 Denys Boyko Ukraine
## 708 Marcus Rashford England
## 709 Miguel Almirón Paraguay
## 710 Gabriel Jesus Brazil
## 711 Oyarzabal Spain
## 712 André Silva Portugal
## 713 Soares Brazil
## 714 Nemanja Radoja Serbia
## 715 Marcos Acuña Argentina
## 716 Jorge Meré Spain
## 717 Jony Spain
## 718 Antonio Sanabria Paraguay
## 719 Cheikh N'Doye Senegal
## 720 José Izquierdo Colombia
## 721 Gonzalo Escalante Argentina
## 722 Theo Bongonda Belgium
## 723 Sebastián Torrico Argentina
## 724 Morales Spain
## 725 Wendell Brazil
## 726 Andrej Kramarić Croatia
## 727 Davide Zappacosta Italy
## 728 Jemerson Brazil
## 729 Lucas Alario Argentina
## 730 Duván Zapata Colombia
## 731 Wylan Cyprien France
## 732 Diego Llorente Spain
## 733 Alex Telles Brazil
## 734 Timo Werner Germany
## 735 André Hahn Germany
## 736 Paulo Oliveira Portugal
## 737 Rachid Ghezzal Algeria
## 738 Grimaldo Spain
## 739 Kevin Wimmer Austria
## 740 Tiago Volpi Brazil
## 741 Joël Veltman Netherlands
## 742 Sead Kolašinac Bosnia Herzegovina
## 743 Guido Pizarro Argentina
## 744 Michael Keane England
## 745 Jesse Lingard England
## 746 Bigas Spain
## 747 Vlad Chiricheş Romania
## 748 Ben Davies Wales
## 749 Carlos Sánchez Uruguay
## 750 Santiago Gentiletti Argentina
## 751 Takashi Inui Japan
## 752 Raúl Jiménez Mexico
## 753 Joel Campbell Costa Rica
## 754 Mário Rui Portugal
## 755 M'Baye Niang France
## 756 Christoph Kramer Germany
## 757 Konstantinos Fortounis Greece
## 758 Joãozinho Brazil
## 759 André Carrillo Peru
## 760 Rodrigo Moledo Brazil
## 761 Johannes Geis Germany
## 762 Salif Sané Senegal
## 763 Milan Badelj Croatia
## 764 Agustín Marchesín Argentina
## 765 Łukasz Teodorczyk Poland
## 766 Nacer Chadli Belgium
## 767 Cristian Tello Spain
## 768 Bruno Spain
## 769 Sebastian Rode Germany
## 770 Nicolai Jørgensen Denmark
## 771 John Guidetti Sweden
## 772 Bruno Martins Indi Netherlands
## 773 Jordy Clasie Netherlands
## 774 Charles Aránguiz Chile
## 775 Mathew Ryan Australia
## 776 Rogelio Funes Mori Argentina
## 777 Aymen Abdennour Tunisia
## 778 Mexer Mozambique
## 779 Enzo Pérez Argentina
## 780 Teófilo Gutiérrez Colombia
## 781 Dorlan Pabón Colombia
## 782 Charlie Austin England
## 783 Borja Bastón Spain
## 784 Sergi Enrich Spain
## 785 Hernán Pérez Paraguay
## 786 Thomas Delaney Denmark
## 787 Davy Pröpper Netherlands
## 788 Cenk Tosun Turkey
## 789 Koen Casteels Belgium
## 790 Emanuele Giaccherini Italy
## 791 Allan Nyom Cameroon
## 792 Kevin Vogt Germany
## 793 Fontàs Spain
## 794 Lamine Sané Senegal
## 795 Gökhan Töre Turkey
## 796 Fredy Montero Colombia
## 797 Celso Borges Costa Rica
## 798 Michail Antonio England
## 799 Etxeita Spain
## 800 Julian Baumgartlinger Austria
## 801 Mehmet Ekici Turkey
## 802 Muniain Spain
## 803 Susaeta Spain
## 804 Etrit Berisha Albania
## 805 Yannick Bolasie DR Congo
## 806 Miguel Lopes Portugal
## 807 Senad Lulić Bosnia Herzegovina
## 808 Rochina Spain
## 809 Omar El Kaddouri Morocco
## 810 Denis Glushakov Russia
## 811 Carlos Zambrano Peru
## 812 Mame Diouf Senegal
## 813 Onur Kıvrak Turkey
## 814 Jefferson Montero Ecuador
## 815 Keisuke Honda Japan
## 816 Bernardo Espinosa Colombia
## 817 Marco Fabián Mexico
## 818 Ivelin Popov Bulgaria
## 819 Joe Allen Wales
## 820 Romain Thomas France
## 821 Mehdi Carcela-González Morocco
## 822 Sandro Wagner Germany
## 823 Pablo Piatti Argentina
## 824 Eric Maxim Choupo-Moting Cameroon
## 825 Sebastian Langkamp Germany
## 826 Neven Subotić Serbia
## 827 Fabian Delph England
## 828 Raúl Bobadilla Paraguay
## 829 Troy Deeney England
## 830 Håvard Nordtveit Norway
## 831 Balázs Dzsudzsák Hungary
## 832 Andy Carroll England
## 833 Bořek Dočkal Czech Republic
## 834 Marek Suchý Czech Republic
## 835 Luiz Adriano Brazil
## 836 Guilherme Russia
## 837 Ki Sung Yueng Korea Republic
## 838 Ruud Vormer Netherlands
## 839 Etienne Capoue France
## 840 Paul Baysse France
## 841 Cristian Zapata Colombia
## 842 Dieumerci Mbokani DR Congo
## 843 Marouane Fellaini Belgium
## 844 Nahuel Guzmán Argentina
## 845 Adrián Ramos Colombia
## 846 Baiano Brazil
## 847 Jan Ďurica Slovakia
## 848 Pedro León Spain
## 849 Zlatko Junuzović Austria
## 850 Luca Antonelli Italy
## 851 Victor Moses Nigeria
## 852 Zurutuza France
## 853 Fraser Forster England
## 854 Lasse Schøne Denmark
## 855 James McArthur Scotland
## 856 Mario Suárez Spain
## 857 Steven Defour Belgium
## 858 Diego Buonanotte Argentina
## 859 Tim Krul Netherlands
## 860 Jack Cork England
## 861 Kenneth Vermeer Netherlands
## 862 Rafinha Brazil
## 863 Salvatore Bocchetti Italy
## 864 Ignazio Abate Italy
## 865 Rasmus Elm Sweden
## 866 Marco Ruben Argentina
## 867 Jakub Błaszczykowski Poland
## 868 Adriano Brazil
## 869 Tom Heaton England
## 870 Oleksandr Kucher Ukraine
## 871 Karim El Ahmadi Morocco
## 872 Javi García Spain
## 873 David Abraham Argentina
## 874 Riccardo Montolivo Italy
## 875 Fabio Quagliarella Italy
## 876 Jurado Spain
## 877 Ezequiel Lavezzi Argentina
## 878 Christian Gentner Germany
## 879 Laurent Ciman Belgium
## 880 Thomas Vermaelen Belgium
## 881 Rodrigo Palacio Argentina
## 882 Per Ciljan Skjelbred Norway
## 883 Ashley Young England
## 884 Mark Noble England
## 885 Aaron Lennon England
## 886 Christophe Jallet France
## 887 Sergey Ryzhikov Russia
## 888 Soldado Spain
## 889 Oscar Wendt Sweden
## 890 Gökhan Gönül Turkey
## 891 José Sosa Argentina
## 892 Ragnar Klavan Estonia
## 893 Willy Caballero Argentina
## 894 Vágner Love Brazil
## 895 Robert Huth Germany
## 896 Gomes Brazil
## 897 Martín Demichelis Argentina
## 898 Selçuk İnan Turkey
## 899 Alexander Meier Germany
## 900 Sergey Ignashevich Russia
## 901 Reyes Spain
## 902 Nigel de Jong Netherlands
## 903 Mathieu Bodmer France
## 904 Joaquín Spain
## 905 Claudio Pizarro Peru
## 906 César Navas Spain
## 907 Alessandro Gamberini Italy
## 908 Kylian Mbappe Lottin France
## 909 Alban Lafont France
## 910 Renato Sanches Portugal
## 911 Formosandrinho Brazil
## 912 Sidney Pessinho Brazil
## 913 Everticinho Brazil
## 914 Louri Beretta Brazil
## 915 Claudio Coíntra Brazil
## 916 Maikel Catarino Brazil
## 917 Ronaldo Esler Brazil
## 918 Gazzolisco Brazil
## 919 Raphaelito Anjos Brazil
## 920 Mauricio Lemos Uruguay
## 921 Dalbert Brazil
## 922 Lorenzo Pellegrini Italy
## 923 Yeray Spain
## 924 Vincent Janssen Netherlands
## 925 Pablo Fornals Spain
## 926 Marcos Llorente Spain
## 927 Martín Campaña Uruguay
## 928 Nadiem Amiri Germany
## 929 Vincent Koziello France
## 930 Vallejo Spain
## 931 Şener Özbayraklı Turkey
## 932 Franco Cervi Argentina
## 933 Malcom Brazil
## 934 Rick Karsdorp Netherlands
## 935 Dani Ceballos Spain
## 936 Hirving Lozano Mexico
## 937 Yoan Cardinale France
## 938 Badou Ndiaye Senegal
## 939 Alessandro Schöpf Austria
## 940 Davinson Sánchez Colombia
## 941 Matias Vecino Uruguay
## 942 Georges-Kévin Nkoudou France
## 943 Sandro Spain
## 944 Wesley Hoedt Netherlands
## 945 Bastos Angola
## 946 Wallace Brazil
## 947 Youri Tielemans Belgium
## 948 Alen Halilović Croatia
## 949 Yuriy Lodygin Russia
## 950 Silvan Widmer Switzerland
## 951 Gino Peruzzi Argentina
## 952 Pablo Pérez Argentina
## 953 Darío Benedetto Argentina
## 954 Iván Marcone Argentina
## 955 Matías Kranevitter Argentina
## 956 Emmanuel Mas Argentina
## 957 Franco Armani Argentina
## 958 Daniel Torres Colombia
## 959 Felipe Pardo Colombia
## 960 Sardar Azmoun Iran
## 961 Alan Ruiz Argentina
## 962 Diego Rolán Uruguay
## 963 Mohamed Elneny Egypt
## 964 Mario Lemina Gabon
## 965 Anderson Talisca Brazil
## 966 Bruno Fernandes Portugal
## 967 Roberto Gagliardini Italy
## 968 Kerem Demirbay Germany
## 969 Nicolás Tagliafico Argentina
## 970 Pablo De Blasis Argentina
## 971 Carles Gil Spain
## 972 Luca Zuffi Switzerland
## 973 Juan Fernando Quintero Colombia
## 974 Jonny Spain
## 975 Otávio Brazil
## 976 Alexander Szymanowski Argentina
## 977 Jhon Córdoba Colombia
## 978 Jozabed Spain
## 979 Pacheco Spain
## 980 Sam Larsson Sweden
## 981 Abdul Rahman Baba Ghana
## 982 Andreas Samaris Greece
## 983 Gabriel Brazil
## 984 Gerard Moreno Spain
## 985 Erik Durm Germany
## 986 Tobias Strobl Germany
## 987 Marçal Brazil
## 988 Leandro Paredes Argentina
## 989 Roberto Torres Spain
## 990 Mitchell Weiser Germany
## 991 Dominique Heintz Germany
## 992 Serge Gnabry Germany
## 993 Jetro Willems Netherlands
## 994 Leonardo Pavoletti Italy
## 995 Zouhair Feddal Morocco
## 996 Sébastien Haller France
## 997 Lucas Castro Argentina
## 998 Luís Hernández Spain
## 999 Marcelo Brazil
## 1000 Benjamin Mendy France
## 1001 Willi Orban Germany
## 1002 Rubén Pardo Spain
## 1003 Luís Neto Portugal
## 1004 Jores Okore Denmark
## 1005 Tomáš Vaclík Czech Republic
## 1006 Zé Luís Cape Verde
## 1007 Pavel Kadeřábek Czech Republic
## 1008 Tonny Vilhena Netherlands
## 1009 Terence Kongolo Netherlands
## 1010 Leonardo Bittencourt Germany
## 1011 Álvaro Spain
## 1012 Stefano Sturaro Italy
## 1013 Naldo Brazil
## 1014 Recio Spain
## 1015 Valentin Eysseric France
## 1016 Ahmed Musa Nigeria
## 1017 Jordan Veretout France
## 1018 David López Spain
## 1019 Ciprian Tătăruşanu Romania
## 1020 Ladislav Krejčí Czech Republic
## 1021 Aïssa Mandi Algeria
## 1022 Ismaily Brazil
## 1023 Nicolas De Préville France
## 1024 Marafona Portugal
## 1025 Marko Dević Ukraine
## 1026 Mark Uth Germany
## 1027 Nicolás Blandi Argentina
## 1028 Campaña Spain
## 1029 Marco van Ginkel Netherlands
## 1030 Wilson Eduardo Portugal
## 1031 Ramiro Funes Mori Argentina
## 1032 Dennis Praet Belgium
## 1033 Sergi Gómez Spain
## 1034 Brice Dja Djédjé Ivory Coast
## 1035 Sergio Álvarez Spain
## 1036 Juan Manuel Iturbe Paraguay
## 1037 Luis Muriel Colombia
## 1038 Vincent Aboubakar Cameroon
## 1039 Nampalys Mendy France
## 1040 Luis Alberto Spain
## 1041 Florentin Pogba Guinea
## 1042 Stefan Bell Germany
## 1043 Rodrigo Spain
## 1044 Benjamin Stambouli France
## 1045 Jordi Amat Spain
## 1046 Jens Toornstra Netherlands
## 1047 Papy Djilobodji Senegal
## 1048 Ioannis Fetfatzidis Greece
## 1049 Danny Ings England
## 1050 Javi López Spain
## 1051 Andros Townsend England
## 1052 Montoya Spain
## 1053 Shinji Okazaki Japan
## 1054 Alper Potuk Turkey
## 1055 André Pinto Portugal
## 1056 Nemanja Pejčinović Serbia
## 1057 Germán Pezzella Argentina
## 1058 Mattia Destro Italy
## 1059 Guram Kashia Georgia
## 1060 Ezequiel Schelotto Italy
## 1061 Marko Baša Montenegro
## 1062 Costel Pantilimon Romania
## 1063 Marvin Plattenhardt Germany
## 1064 Bóveda Spain
## 1065 Andrea Bertolacci Italy
## 1066 Diego Reyes Mexico
## 1067 Sébastien Corchia France
## 1068 Tomás Rincón Venezuela
## 1069 Tolgay Arslan Turkey
## 1070 Jan Kirchhoff Germany
## 1071 Sebastián Blanco Argentina
## 1072 Rubén Pérez Spain
## 1073 Luuk de Jong Netherlands
## 1074 Éder Portugal
## 1075 Tom Cleverley England
## 1076 Victor Sánchez Spain
## 1077 Benjamin Hübner Germany
## 1078 Souza Brazil
## 1079 Bastian Oczipka Germany
## 1080 Marcel Risse Germany
## 1081 Jonjo Shelvey England
## 1082 Mauro Díaz Argentina
## 1083 Gustavo Bou Argentina
## 1084 Mirko Valdifiori Italy
## 1085 Admir Mehmedi Switzerland
## 1086 Thomas Heurtaux France
## 1087 Lautaro Acosta Argentina
## 1088 Daryl Janmaat Netherlands
## 1089 Lewis Holtby Germany
## 1090 Juanfran Spain
## 1091 Maicon Brazil
## 1092 Wanderson Brazil
## 1093 Mauricio Isla Chile
## 1094 Dayro Moreno Colombia
## 1095 Alberto Paloschi Italy
## 1096 Christian Träsch Germany
## 1097 Cheikhou Kouyaté Senegal
## 1098 Geoff Cameron United States
## 1099 Ivan Radovanovic Serbia
## 1100 Sven Ulreich Germany
## 1101 Leroy Fer Netherlands
## 1102 Kieran Trippier England
## 1103 Luca Rossettini Italy
## 1104 Benjamin Moukandjo Cameroon
## 1105 Kyriakos Papadopoulos Greece
## 1106 Facundo Roncaglia Argentina
## 1107 Nicolai Müller Germany
## 1108 Nabil El Zhar Morocco
## 1109 Yuri Spain
## 1110 Aurélien Chedjou Cameroon
## 1111 Henri Saivet Senegal
## 1112 Valentin Stocker Switzerland
## 1113 Max Gradel Ivory Coast
## 1114 Roberto Rosales Venezuela
## 1115 Carlos Sánchez Colombia
## 1116 Jose Holebas Greece
## 1117 Beto Portugal
## 1118 Antonio Rukavina Serbia
## 1119 Mapou Yanga-M'Biwa France
## 1120 Makoto Hasebe Japan
## 1121 Marcelo Brazil
## 1122 Charles Kaboré Burkina Faso
## 1123 Mosquera Spain
## 1124 Stefano Okaka Italy
## 1125 Kamil Grosicki Poland
## 1126 Sebastian Prödl Austria
## 1127 Jonathan De Guzmán Netherlands
## 1128 Alessandro Matri Italy
## 1129 Vadis Odjidja-Ofoe Belgium
## 1130 Felipe Caicedo Ecuador
## 1131 Fran Rico Spain
## 1132 Mariano Andújar Argentina
## 1133 Nathan Dyer England
## 1134 Óscar Trejo Argentina
## 1135 Marco Andreolli Italy
## 1136 Javi Varas Spain
## 1137 Perparim Hetemaj Finland
## 1138 Eljero Elia Netherlands
## 1139 Jonatan Maidana Argentina
## 1140 Caner Erkin Turkey
## 1141 Fábio Coentrão Portugal
## 1142 Jay Rodriguez England
## 1143 Lee Cattermole England
## 1144 Darron Gibson Republic of Ireland
## 1145 Shane Long Republic of Ireland
## 1146 Rémy Riou France
## 1147 Ron Vlaar Netherlands
## 1148 Ari Brazil
## 1149 Bebé Portugal
## 1150 Ismael Sosa Argentina
## 1151 Fernando Gago Argentina
## 1152 Itumeleng Khune South Africa
## 1153 Eugen Polański Poland
## 1154 Cyril Théréau France
## 1155 Charles Brazil
## 1156 Sergio Spain
## 1157 Curtis Davies England
## 1158 Younès Kaboul France
## 1159 Andrea Raggi Italy
## 1160 Glenn Whelan Republic of Ireland
## 1161 Guillaume Gillet Belgium
## 1162 Johan Djourou Switzerland
## 1163 Mauro Boselli Argentina
## 1164 Valon Behrami Switzerland
## 1165 Agirretxe Spain
## 1166 Jérémy Ménez France
## 1167 Gökhan İnler Switzerland
## 1168 Alexandre Song Cameroon
## 1169 Alfredo Talavera Mexico
## 1170 Justo Villar Paraguay
## 1171 Robert Snodgrass Scotland
## 1172 Yuriy Zhirkov Russia
## 1173 Mauro Zárate Argentina
## 1174 Steven Davis Northern Ireland
## 1175 Francesco Magnanelli Italy
## 1176 Paul Verhaegh Netherlands
## 1177 Zydrunas Karcemarskas Lithuania
## 1178 Alexey Berezutskiy Russia
## 1179 Iván Ramis Spain
## 1180 David García Spain
## 1181 Volkan Demirel Turkey
## 1182 Matías Delgado Argentina
## 1183 Agustín Orión Argentina
## 1184 Leon Britton England
## 1185 Christian Fuchs Austria
## 1186 Nicolás Burdisso Argentina
## 1187 Esteban Cambiasso Argentina
## 1188 Glen Johnson England
## 1189 Stefan Kießling Germany
## 1190 Wes Morgan Jamaica
## 1191 Jimmy Briand France
## 1192 Michael Dawson England
## 1193 Iraizoz Spain
## 1194 Jaime Valdés Chile
## 1195 Jelle Van Damme Belgium
## 1196 Emmanuel Adebayor Togo
## 1197 Tranquillo Barnetta Switzerland
## 1198 Silvio Proto Belgium
## 1199 Daniele Bonera Italy
## 1200 Rémy Vercoutre France
## 1201 Morgan De Sanctis Italy
## 1202 Eliseu Portugal
## 1203 Roman Weidenfeller Germany
## 1204 Emre Belözoğlu Turkey
## 1205 Marko Rog Croatia
## 1206 Issa Diop France
## 1207 Amadou Diawara Guinea
## 1208 Ronaldo Cabrais Brazil
## 1209 David Seijalbo Brazil
## 1210 Vieirundinho Brazil
## 1211 Welington Dano Brazil
## 1212 Nelsildo Reis Brazil
## 1213 Fred Aníbão Brazil
## 1214 Gabri Prestão Brazil
## 1215 Rosberto Dourado Brazil
## 1216 Everton Andrão Brazil
## 1217 Eltildo Correia Brazil
## 1218 Juiano Mestres Brazil
## 1219 Antônio Chiamuloira Brazil
## 1220 Leon Bailey Jamaica
## 1221 Marko Pjaca Croatia
## 1222 Palhinha Portugal
## 1223 Bart Ramselaar Netherlands
## 1224 Moussa Marega Mali
## 1225 Daniel Podence Portugal
## 1226 André Onana Cameroon
## 1227 Aritz Elustondo Spain
## 1228 Kelechi Iheanacho Nigeria
## 1229 Ivan Ordets Ukraine
## 1230 Diogo Jota Portugal
## 1231 Gonçalo Guedes Portugal
## 1232 Danilo Brazil
## 1233 Ozan Tufan Turkey
## 1234 Aytaç Sulu Turkey
## 1235 Ahmet Çalık Turkey
## 1236 Breel Embolo Switzerland
## 1237 Nikola Vukcević Montenegro
## 1238 Erick Gutiérrez Mexico
## 1239 Lucas Hernández France
## 1240 Andrija Živković Serbia
## 1241 Óscar Romero Paraguay
## 1242 Enner Valencia Ecuador
## 1243 Sebastián Cristóforo Uruguay
## 1244 Diego Carlos Brazil
## 1245 José Luis Gómez Argentina
## 1246 Camarasa Spain
## 1247 Jonathan Calleri Argentina
## 1248 Gustavo Gómez Paraguay
## 1249 Genki Haraguchi Japan
## 1250 Víctor García Venezuela
## 1251 Carlos Mané Portugal
## 1252 Maximilian Philipp Germany
## 1253 Juan Pablo Añor Venezuela
## 1254 Matteo Politano Italy
## 1255 Kenny Tete Netherlands
## 1256 Capa Spain
## 1257 Armando Izzo Italy
## 1258 Fernando Monetti Argentina
## 1259 Youssouf Sabaly France
## 1260 Deyverson Brazil
## 1261 Gerardo Alcoba Uruguay
## 1262 Emiliano Rigoni Argentina
## 1263 Édson Puch Chile
## 1264 Gastón Lezcano Argentina
## 1265 Silvio Romero Argentina
## 1266 Carlos Izquierdoz Argentina
## 1267 Sebastián Pérez Colombia
## 1268 Alexander Mejía Colombia
## 1269 Frank Fabra Colombia
## 1270 Éder Balanta Colombia
## 1271 Ricardo Horta Portugal
## 1272 Diego Laxalt Uruguay
## 1273 Aderllan Santos Brazil
## 1274 Levin Öztunali Germany
## 1275 Niklas Stark Germany
## 1276 Nicolás Castillo Chile
## 1277 Gabriel Brazil
## 1278 Óscar Duarte Costa Rica
## 1279 Marcos Lopes Portugal
## 1280 Santi Mina Spain
## 1281 Leander Dendoncker Belgium
## 1282 Medrán Spain
## 1283 José Sá Portugal
## 1284 Yannick Gerhardt Germany
## 1285 Iuri Medeiros Portugal
## 1286 Dominik Kohr Germany
## 1287 Lazar Marković Serbia
## 1288 Vincenzo Grifo Italy
## 1289 Robert Berić Slovenia
## 1290 Jonathan Gómez Argentina
## 1291 Gianluca Lapadula Italy
## 1292 Manquillo Spain
## 1293 Chancel Mbemba DR Congo
## 1294 Ricardo Ferreira Portugal
## 1295 Björn Engels Belgium
## 1296 Mauro Dos Santos Argentina
## 1297 Emerson Italy
## 1298 Marc Stendera Germany
## 1299 Jonas Hofmann Germany
## 1300 Ahmed Hassan Egypt
## 1301 Fabian Schär Switzerland
## 1302 Thomas Partey Ghana
## 1303 Matías Britos Uruguay
## 1304 Guilherme Brazil
## 1305 Omar Mascarell Spain
## 1306 Christopher Jullien France
## 1307 Martín Mantovani Argentina
## 1308 Alfred Duncan Ghana
## 1309 Marten de Roon Netherlands
## 1310 Adnan Januzaj Belgium
## 1311 Romain Saïss Morocco
## 1312 Abdoulaye Doucouré France
## 1313 Matheus Brazil
## 1314 Bertrand Traoré Burkina Faso
## 1315 Pedro Henrique Brazil
## 1316 Roger Spain
## 1317 Yassine Benzia Algeria
## 1318 João Pereira Portugal
## 1319 Jordan Ferri France
## 1320 Mattia De Sciglio Italy
## 1321 Amin Younes Germany
## 1322 Jairo Spain
## 1323 Stefano Denswil Netherlands
## 1324 Lucas Ocampos Argentina
## 1325 James Ward-Prowse England
## 1326 Alberto Moreno Spain
## 1327 Okay Yokuşlu Turkey
## 1328 Fayçal Fajr Morocco
## 1329 Jordan Pickford England
## 1330 Marcel Sabitzer Austria
## 1331 Emiliano Sala Argentina
## 1332 Mauricio Pereyra Uruguay
## 1333 Ricardo Álvarez Argentina
## 1334 Christophe Kerbrat France
## 1335 Julian Korb Germany
## 1336 Saido Berahino England
## 1337 Santiago Arias Colombia
## 1338 Kerim Frei Turkey
## 1339 Baptiste Reynet France
## 1340 Charly Musonda Belgium
## 1341 Santiago Vergini Argentina
## 1342 Anthony Knockaert France
## 1343 Felipe Gutiérrez Chile
## 1344 Mohamed Elyounoussi Norway
## 1345 Robin Knoche Germany
## 1346 Fabián Castillo Colombia
## 1347 Aleix Vidal Spain
## 1348 Javi Espinosa Spain
## 1349 Serantes Spain
## 1350 Timmy Chandler United States
## 1351 Jeffrey Gouweleeuw Netherlands
## 1352 Cristiano Piccini Italy
## 1353 Martin Hinteregger Austria
## 1354 Robbie Brady Republic of Ireland
## 1355 Ermin Bičakčić Bosnia Herzegovina
## 1356 Nemanja Nikolić Hungary
## 1357 Geoffrey Kondogbia France
## 1358 Samu García Spain
## 1359 Lionel Carole France
## 1360 Muhamed Bešić Bosnia Herzegovina
## 1361 Lukas Rupp Germany
## 1362 Steven Berghuis Netherlands
## 1363 Alan Patrick Brazil
## 1364 Hans Vanaken Belgium
## 1365 Pedro Obiang Spain
## 1366 Timor Spain
## 1367 Josué Portugal
## 1368 Gálvez Spain
## 1369 Eric Bauthéac France
## 1370 Harun Tekin Turkey
## 1371 Ibai Gómez Spain
## 1372 Nicolas Pallois France
## 1373 Timm Klose Switzerland
## 1374 Sergio León Spain
## 1375 Bibras Natcho Israel
## 1376 Raúl Navas Spain
## 1377 Óscar Murillo Colombia
## 1378 Josip Drmić Switzerland
## 1379 Tomás Pina Spain
## 1380 Billy Ketkeophomphone France
## 1381 Philipp Wollscheid Germany
## 1382 Celso Ortíz Paraguay
## 1383 Jonas Martin France
## 1384 Jordan Ayew Ghana
## 1385 Felix Wiedwald Germany
## 1386 Khouma Babacar Senegal
## 1387 Adrien Regattin Morocco
## 1388 Callum Wilson England
## 1389 Simone Verdi Italy
## 1390 Yonathan Del Valle Venezuela
## 1391 Macnelly Torres Colombia
## 1392 Esteban Paredes Chile
## 1393 Joel Robles Spain
## 1394 Alfreð Finnbogason Iceland
## 1395 Tom Cairney Scotland
## 1396 Aaron Mooy Australia
## 1397 Jagoš Vuković Serbia
## 1398 Laguardia Spain
## 1399 Nenad Tomović Serbia
## 1400 Pontus Jansson Sweden
## 1401 Andre Gray England
## 1402 André Almeida Portugal
## 1403 Roger Brazil
## 1404 Francesco Bardi Italy
## 1405 Guido Burgstaller Austria
## 1406 Diafra Sakho Senegal
## 1407 Pape Souaré Senegal
## 1408 Manuel Schmiedebach Germany
## 1409 Iago Herrerín Spain
## 1410 Christian Clemens Germany
## 1411 Marc Muniesa Spain
## 1412 Maxime Le Marchand France
## 1413 Sebastian Jung Germany
## 1414 Maxime Lestienne Belgium
## 1415 Luciano Narsingh Netherlands
## 1416 Javier Aquino Mexico
## 1417 Georgiy Schennikov Russia
## 1418 Alexandr Kokorin Russia
## 1419 Pedro Morales Chile
## 1420 Peter Pekarík Slovakia
## 1421 Sandro Brazil
## 1422 Pascal Groß Germany
## 1423 Xandão Brazil
## 1424 Benjamin André France
## 1425 Dominic Maroh Slovenia
## 1426 Léonard Kweuke Cameroon
## 1427 Matías Caruzzo Argentina
## 1428 Markus Henriksen Norway
## 1429 Tony Jantschke Germany
## 1430 Grégory Sertic France
## 1431 Christian Kabasele Belgium
## 1432 Łukasz Skorupski Poland
## 1433 Aaron Cresswell England
## 1434 Davide Santon Italy
## 1435 Danny Latza Germany
## 1436 Alex McCarthy England
## 1437 Bruno Fornaroli Uruguay
## 1438 Jimmy Durmaz Sweden
## 1439 Volkan Şen Turkey
## 1440 Jonathan Kodjia Ivory Coast
## 1441 Miguel Angel Britos Uruguay
## 1442 Michel Macedo Brazil
## 1443 Serey Dié Ivory Coast
## 1444 Sofiane Hanni Algeria
## 1445 Riccardo Meggiorini Italy
## 1446 Oupa Manyisa South Africa
## 1447 Cheick Diabaté Mali
## 1448 Aatif Chahechouhe Morocco
## 1449 Paul-José Mpoku DR Congo
## 1450 Dmitriy Tarasov Russia
## 1451 Siem de Jong Netherlands
## 1452 Franco Di Santo Argentina
## 1453 Matt Ritchie Scotland
## 1454 Fabio Borini Italy
## 1455 Gaël Kakuta France
## 1456 Diego Ângelo Brazil
## 1457 Andrea Poli Italy
## 1458 Michał Pazdan Poland
## 1459 Maurício Brazil
## 1460 Marcelo Larrondo Chile
## 1461 Michael Lang Switzerland
## 1462 Jonathan Biabiany France
## 1463 Kolbeinn Sigþórsson Iceland
## 1464 Lamine Koné Ivory Coast
## 1465 Gregory van der Wiel Netherlands
## 1466 Maxi Moralez Argentina
## 1467 Gabriel Mercado Argentina
## 1468 Siphiwe Tshabalala South Africa
## 1469 Anthony Mounier France
## 1470 Gottardi Brazil
## 1471 Simon Terodde Germany
## 1472 Nils Petersen Germany
## 1473 Giovanni Sio Ivory Coast
## 1474 Fabian Frei Switzerland
## 1475 Fin Bartels Germany
## 1476 Marc Albrighton England
## 1477 Ciaran Clark Republic of Ireland
## 1478 Mërgim Mavraj Albania
## 1479 Sebastian De Maio France
## 1480 Koo Ja Cheol Korea Republic
## 1481 Marcelo Martins Bolivia
## 1482 Albin Ekdal Sweden
## 1483 Rhodolfo Brazil
## 1484 Luisinho Portugal
## 1485 Dejan Damjanović Montenegro
## 1486 Eren Derdiyok Switzerland
## 1487 Thomas Kraft Germany
## 1488 Damien Da Silva France
## 1489 Emiliano Insúa Argentina
## 1490 Pablo Hernández Spain
## 1491 Miralem Sulejmani Serbia
## 1492 Marko Marin Germany
## 1493 Adrián González Spain
## 1494 Erik Pieters Netherlands
## 1495 Papa Kouli Diop Senegal
## 1496 Sergio Sánchez Spain
## 1497 Granero Spain
## 1498 Lucas Deaux France
## 1499 Sidney Sam Germany
## 1500 Martin Harnik Austria
## 1501 Nabil Dirar Morocco
## 1502 Ludovic Baal France
## 1503 Bojan Jokič Slovenia
## 1504 Fabian Lustenberger Switzerland
## 1505 Stefan Aigner Germany
## 1506 Andreas Beck Germany
## 1507 Simone Missiroli Italy
## 1508 Yeom Ki Hun Korea Republic
## 1509 Jozy Altidore United States
## 1510 Jelle Vossen Belgium
## 1511 Sacha Kljestan United States
## 1512 Sven Kums Belgium
## 1513 Cristian Riveros Paraguay
## 1514 Gonzalo Castro Uruguay
## 1515 Adrián Spain
## 1516 Joselu Spain
## 1517 James Tomkins England
## 1518 Siqueira Brazil
## 1519 Luca Cigarini Italy
## 1520 Keiren Westwood Republic of Ireland
## 1521 Jonas Lössl Denmark
## 1522 Mikel Gonzalez Spain
## 1523 Paul Aguilar Mexico
## 1524 Aythami Artiles Spain
## 1525 Andrey Eschenko Russia
## 1526 Lorenzo De Silvestri Italy
## 1527 Tarik Elyounoussi Norway
## 1528 Scott Sinclair England
## 1529 Andrea Masiello Italy
## 1530 Danijel Milićević Bosnia Herzegovina
## 1531 Hugo Rodallega Colombia
## 1532 Roman Shishkin Russia
## 1533 Mikhail Kerzhakov Russia
## 1534 Alan Kasaev Russia
## 1535 Brad Jones Australia
## 1536 Doka Brazil
## 1537 Mariano Izco Argentina
## 1538 Lior Refaelov Israel
## 1539 Caio Brazil
## 1540 Eduardo Portugal
## 1541 Julien Féret France
## 1542 Stéphane Sessègnon Benin
## 1543 Jonathan Orozco Mexico
## 1544 Rolando Portugal
## 1545 James Morrison Scotland
## 1546 Marvin Matip Cameroon
## 1547 Néstor Ortigoza Paraguay
## 1548 Jesús Gámez Spain
## 1549 Abraham Spain
## 1550 Trashorras Spain
## 1551 Julio Alberto Barroso Argentina
## 1552 Pirmin Schwegler Switzerland
## 1553 Oribe Peralta Mexico
## 1554 Gelson Fernandes Switzerland
## 1555 Aaron Hunt Germany
## 1556 Mounir Obbadi Morocco
## 1557 Guillaume Hoarau France
## 1558 José de Jesús Corona Mexico
## 1559 Charlie Adam Scotland
## 1560 Alexandr Belenov Russia
## 1561 Àngel Rangel Spain
## 1562 Jean-Louis Leca France
## 1563 Rubens Sambueza Argentina
## 1564 Jason Puncheon England
## 1565 Jaroslav Drobný Czech Republic
## 1566 Wes Hoolahan Republic of Ireland
## 1567 Vladimir Gabulov Russia
## 1568 Diego Castro Spain
## 1569 Cejudo Spain
## 1570 Andrés Fernández Spain
## 1571 Yalçın Ayhan Turkey
## 1572 Boštjan Cesar Slovenia
## 1573 Leonardo Ponzio Argentina
## 1574 Alejandro Domínguez Argentina
## 1575 Darren Fletcher Scotland
## 1576 Marc Janko Austria
## 1577 Marco Storari Italy
## 1578 Daniele Gastaldello Italy
## 1579 Giampaolo Pazzini Italy
## 1580 Franco Brienza Italy
## 1581 Stijn Schaars Netherlands
## 1582 Alexis Spain
## 1583 Hasan Ali Kaldırım Turkey
## 1584 Ersan Gülüm Turkey
## 1585 Marco Borriello Italy
## 1586 Kolo Touré Ivory Coast
## 1587 Achille Emaná Cameroon
## 1588 Gareth McAuley Northern Ireland
## 1589 Artur Boruc Poland
## 1590 Alberto Aquilani Italy
## 1591 Wayne Routledge England
## 1592 Matthias Lehmann Germany
## 1593 Steven Pienaar South Africa
## 1594 Ludovic Butelle France
## 1595 Emiliano Moretti Italy
## 1596 Jonas Olsson Sweden
## 1597 James Collins Wales
## 1598 Nick Rimando United States
## 1599 Dario Dainelli Italy
## 1600 Maarten Stekelenburg Netherlands
## 1601 Paolo Cannavaro Italy
## 1602 Carlos Soler Spain
## 1603 Raphinha Brazil
## 1604 Mikel Villanueva Venezuela
## 1605 Federico Ricca Uruguay
## 1606 Maurício António Brazil
## 1607 Adalberto Peñaranda Venezuela
## 1608 Franck Yannick Kessié Ivory Coast
## 1609 Rafael Cachoira Brazil
## 1610 Nicholas Aldair Brazil
## 1611 Luimo Boas Santos Brazil
## 1612 Adilson Edrada Brazil
## 1613 Allan Bardinho Brazil
## 1614 Simão Acunha Brazil
## 1615 Gabrisco Aníbal Brazil
## 1616 Davi Parrela Brazil
## 1617 Kaimo Lima Brazil
## 1618 Victildinho Brazil
## 1619 Andeson Trigo Brazil
## 1620 Kaíquão Castro Brazil
## 1621 Dani Rochelinhas Brazil
## 1622 Laure Santeiro Brazil
## 1623 Jorginhson Brazil
## 1624 Melvin Parrela Brazil
## 1625 Otávio Cairinho Brazil
## 1626 Caio Nunson Brazil
## 1627 Juli Freitinho Brazil
## 1628 Alexo Baia Brazil
## 1629 Silas Almeim Brazil
## 1630 Simão Donatinho Brazil
## 1631 Gastón Pereiro Uruguay
## 1632 Aminu Umar Nigeria
## 1633 Yoshinori Mutō Japan
## 1634 Viktor Kovalenko Ukraine
## 1635 Kasper Dolberg Denmark
## 1636 Benjamin Henrichs Germany
## 1637 Christian Pulisic United States
## 1638 Lucas Tousart France
## 1639 Jakub Jankto Czech Republic
## 1640 André Horta Portugal
## 1641 Presnel Kimpembe France
## 1642 Hernani Brazil
## 1643 David García Spain
## 1644 Mikel Merino Spain
## 1645 Orbelín Pineda Mexico
## 1646 Rúben Neves Portugal
## 1647 Cristian Pavón Argentina
## 1648 Lucas Torreira Uruguay
## 1649 Erdem Şen Turkey
## 1650 Afonso Figueiredo Portugal
## 1651 Mario Pašalić Croatia
## 1652 Ömer Ali Şahiner Turkey
## 1653 Toshihiro Aoyama Japan
## 1654 Alexis Blin France
## 1655 Thomas Touré Ivory Coast
## 1656 Godfred Donsah Ghana
## 1657 Raúl Brazil
## 1658 Mislav Oršić Croatia
## 1659 Sebastián Driussi Argentina
## 1660 Lovre Kalinić Croatia
## 1661 Rafael Santos Borré Colombia
## 1662 Léo Bonatini Brazil
## 1663 Jaume Spain
## 1664 Clément Lenglet France
## 1665 Diego Rico Spain
## 1666 Alex Alegría Spain
## 1667 Munir Spain
## 1668 Tana Spain
## 1669 Hamari Traoré Mali
## 1670 Edgar Méndez Spain
## 1671 Jordan Amavi France
## 1672 Rodrigo Battaglia Argentina
## 1673 Ezequiel Cerutti Argentina
## 1674 Djavan Brazil
## 1675 Federico Cartabia Argentina
## 1676 Franco Mussis Argentina
## 1677 Marios Oikonomou Greece
## 1678 Yuriy Gazinskiy Russia
## 1679 Seko Fofana France
## 1680 Andrew Robertson Scotland
## 1681 Tin Jedvaj Croatia
## 1682 Maxwel Cornet France
## 1683 Aleksandar Mitrović Serbia
## 1684 Naranjo Spain
## 1685 Deniz Türüç Turkey
## 1686 Rúben Vezo Portugal
## 1687 Jonathan Schunke Argentina
## 1688 Martín Cauteruccio Uruguay
## 1689 Lucas Zelarayán Argentina
## 1690 Luciano Lollo Argentina
## 1691 Milton Casco Argentina
## 1692 Paolo Goltz Argentina
## 1693 Luis Quiñones Colombia
## 1694 William Tesillo Colombia
## 1695 Yimmi Chará Colombia
## 1696 Jefferson Lerma Colombia
## 1697 Pierre-Emile Højbjerg Denmark
## 1698 Facundo Ferreyra Argentina
## 1699 Laurent Depoitre Belgium
## 1700 Hernâni Portugal
## 1701 Jorrit Hendrix Netherlands
## 1702 Leonel Vangioni Argentina
## 1703 Arthur Masuaku France
## 1704 Avilés Hurtado Colombia
## 1705 Riechedly Bazoer Netherlands
## 1706 Enzo Roco Chile
## 1707 Camilo Vargas Colombia
## 1708 Karol Linetty Poland
## 1709 Danilo Cataldi Italy
## 1710 Ricardo Kishna Netherlands
## 1711 Rubén Blanco Spain
## 1712 Víctor Rodríguez Spain
## 1713 Douglas Santos Brazil
## 1714 Renato Steffen Switzerland
## 1715 Ridgeciano Haps Netherlands
## 1716 Garry Mendes Rodrigues Cape Verde
## 1717 José Rodríguez Spain
## 1718 Dimitrios Siovas Greece
## 1719 José Juan Vázquez Mexico
## 1720 Derlis González Paraguay
## 1721 Gerso Guinea Bissau
## 1722 Nathan Aké Netherlands
## 1723 Isaac Becerra Spain
## 1724 Giancarlo González Costa Rica
## 1725 Oumar Niasse Senegal
## 1726 Petros Mantalos Greece
## 1727 Vitinho Brazil
## 1728 Albentosa Spain
## 1729 Mike van der Hoorn Netherlands
## 1730 Insua Spain
## 1731 Eduardo Vargas Chile
## 1732 Will Hughes England
## 1733 Bogdan Butko Ukraine
## 1734 Sergiy Kryvtsov Ukraine
## 1735 Luka Milivojević Serbia
## 1736 Willard Katsande Zimbabwe
## 1737 Yvon Mvogo Switzerland
## 1738 Calum Chambers England
## 1739 Stefanos Kapino Greece
## 1740 Marko Livaja Croatia
## 1741 Dwight Gayle England
## 1742 Christian Atsu Ghana
## 1743 Valeri Qazaishvili Georgia
## 1744 Soualiho Meïté France
## 1745 Ilori Portugal
## 1746 Iván Piris Paraguay
## 1747 Abdoulaye Ba Senegal
## 1748 Lorenzo Melgarejo Paraguay
## 1749 Víctor Ibarbo Colombia
## 1750 Benjamin van Leer Netherlands
## 1751 Jürgen Locadia Netherlands
## 1752 Yassin Ayoub Netherlands
## 1753 Edenílson Brazil
## 1754 Viktor Fischer Denmark
## 1755 Pozuelo Spain
## 1756 Adrien Trebel France
## 1757 Welthon Brazil
## 1758 Mauro Brazil
## 1759 Ogenyi Onazi Nigeria
## 1760 Rodrigo Mora Uruguay
## 1761 Gregoire Defrel France
## 1762 Federico Viviani Italy
## 1763 Jérôme Roussillon France
## 1764 Jota Peleteiro Spain
## 1765 David Juncà Spain
## 1766 Bobby Wood United States
## 1767 Diego Demme Germany
## 1768 Jasmin Kurtić Slovenia
## 1769 Siniša Anđelković Slovenia
## 1770 Dmitriy Poloz Russia
## 1771 Ryder Brazil
## 1772 Ravel Morrison England
## 1773 Gaëtan Bussmann France
## 1774 André Martins Portugal
## 1775 Bogdan Stancu Romania
## 1776 Tolga Ciğerci Turkey
## 1777 Juan Jesus Brazil
## 1778 Carles Planas Spain
## 1779 Tomáš Koubek Czech Republic
## 1780 Lewis Dunk England
## 1781 Luca Caldirola Italy
## 1782 Erik Sviatchenko Denmark
## 1783 Renato Neto Brazil
## 1784 Matz Sels Belgium
## 1785 Matthew Lowton England
## 1786 Oriol Romeu Spain
## 1787 Roberto Inglese Italy
## 1788 Luna Spain
## 1789 Lacina Traoré Ivory Coast
## 1790 Danilo D'Ambrosio Italy
## 1791 Nicolas Isimat-Mirin France
## 1792 Saphir Taïder Algeria
## 1793 Nathan Redmond England
## 1794 Kara Mbodj Senegal
## 1795 Cristian Gamboa Costa Rica
## 1796 Pierre-Michel Lasogga Germany
## 1797 Róbert Mak Slovakia
## 1798 Sérgio Oliveira Portugal
## 1799 Ximo Navarro Spain
## 1800 Juanmi Spain
## 1801 Arribas Spain
## 1802 Ivo Pinto Portugal
## 1803 Giulio Donati Italy
## 1804 Serdar Gürler Turkey
## 1805 José Pedro Fuenzalida Chile
## 1806 Bill Hamid United States
## 1807 Gonzalo Jara Chile
## 1808 Ishak Belfodil Algeria
## 1809 Yuto Nagatomo Japan
## 1810 Andy Delort France
## 1811 Filip Đuričić Serbia
## 1812 Fábio Espinho Portugal
## 1813 Steven Caulker England
## 1814 Rémy Cabella France
## 1815 Nick Viergever Netherlands
## 1816 Philipp Bargfrede Germany
## 1817 Marco Rojas New Zealand
## 1818 Marvin Zeegelaar Netherlands
## 1819 Steve Cook England
## 1820 Carlos Eduardo Brazil
## 1821 Miguel Rosa Portugal
## 1822 Artur Ioniţă Moldova
## 1823 Emmanuel Badu Ghana
## 1824 Juan Villar Spain
## 1825 Daniel Ginczek Germany
## 1826 Sergio Padt Netherlands
## 1827 Paul Lasne France
## 1828 José Cañas Spain
## 1829 Nosa Nigeria
## 1830 Maya Yoshida Japan
## 1831 Park Joo Ho Korea Republic
## 1832 Yūya Ōsako Japan
## 1833 Atsuto Uchida Japan
## 1834 Takashi Usami Japan
## 1835 Ahmed Elmohamady Egypt
## 1836 Ervin Zukanović Bosnia Herzegovina
## 1837 Kévin Théophile-Catherine France
## 1838 Omar Elabdellaoui Norway
## 1839 Yasin Öztekin Turkey
## 1840 Ryan Mason England
## 1841 Julian Schieber Germany
## 1842 Isaac Brizuela Mexico
## 1843 Oier Spain
## 1844 Dani Castellano Spain
## 1845 Panagiotis Tachtsidis Greece
## 1846 Fernandão Brazil
## 1847 Yannis Salibur France
## 1848 Yoric Ravet France
## 1849 Lombán Spain
## 1850 Fábio Brazil
## 1851 Duje Čop Croatia
## 1852 Olcay Şahan Turkey
## 1853 Cristopher Toselli Chile
## 1854 João Aurélio Portugal
## 1855 Caiuby Brazil
## 1856 Serdar Aziz Turkey
## 1857 Jake Livermore England
## 1858 Daniel Brosinski Germany
## 1859 Oussama Assaidi Morocco
## 1860 Alberto Costa Argentina
## 1861 Franck Tabanou France
## 1862 Douglão Brazil
## 1863 Marco Sau Italy
## 1864 Abel Hernández Uruguay
## 1865 Carlos Carmona Chile
## 1866 Ronny Rodelin France
## 1867 Mubarak Wakaso Ghana
## 1868 Floyd Ayité Togo
## 1869 Leon Balogun Nigeria
## 1870 Matt Phillips Scotland
## 1871 Jefferson Brazil
## 1872 Matías Suárez Argentina
## 1873 Clément Grenier France
## 1874 Soslan Dzhanaev Russia
## 1875 Rafael Tolói Brazil
## 1876 Dmitriy Kombarov Russia
## 1877 Jesús Dueñas Mexico
## 1878 Matias Pérez García Argentina
## 1879 Kyle Naughton England
## 1880 Filip Đorđević Serbia
## 1881 Jan-Arie van der Heijden Netherlands
## 1882 Joel Ward England
## 1883 Theodor Gebre Selassie Czech Republic
## 1884 Patrick van Aanholt Netherlands
## 1885 James Chester Wales
## 1886 Geoffrey Bia Belgium
## National_Position National_Kit Club Club_Position
## 1 LS 7 Real Madrid LW
## 2 RW 10 FC Barcelona RW
## 3 LW 10 FC Barcelona LW
## 4 LS 9 FC Barcelona ST
## 5 GK 1 FC Bayern GK
## 6 GK 1 Manchester Utd GK
## 7 LS 9 FC Bayern ST
## 8 RS 11 Real Madrid RW
## 9 NA Manchester Utd ST
## 10 GK 1 Chelsea GK
## 11 RCB 17 FC Bayern RCB
## 12 LF 10 Chelsea LW
## 13 NA Real Madrid RCM
## 14 CAM 10 Arsenal CAM
## 15 Sub 9 Juventus ST
## 16 Sub 14 PSG LCB
## 17 LCB 15 Real Madrid LCB
## 18 Sub 7 Manchester City ST
## 19 NA Manchester Utd LCM
## 20 CAM 7 Atlético Madrid RS
## 21 RCM 7 Manchester City RCM
## 22 NA Bor. Dortmund LW
## 23 LW 7 Arsenal ST
## 24 LDM 8 Real Madrid LCM
## 25 LCB 3 Atlético Madrid LCB
## 26 LCB 5 FC Bayern LCB
## 27 GK 1 Spurs GK
## 28 LCB 3 Juventus LCB
## 29 NA FC Bayern RB
## 30 RCB 3 Real Madrid RCB
## 31 NA Arsenal GK
## 32 GK 1 Juventus GK
## 33 LCM 6 FC Barcelona LM
## 34 GK 1 Atlético Madrid GK
## 35 LAM 10 Real Madrid CAM
## 36 NA Bor. Dortmund ST
## 37 CB 19 Juventus RCB
## 38 CDM 8 FC Bayern LDM
## 39 NA FC Barcelona CAM
## 40 LM 21 Manchester City LCM
## 41 NA Inter GK
## 42 RCB 3 FC Barcelona RCB
## 43 RW 11 FC Bayern RM
## 44 Sub 21 Juventus CAM
## 45 LCM 10 PSG RCM
## 46 LM 8 FC Bayern LB
## 47 NA Manchester Utd RW
## 48 Sub 12 Bayer 04 GK
## 49 RM 13 FC Bayern CAM
## 50 CDM 5 FC Barcelona CDM
## 51 Sub 10 FC Bayern RDM
## 52 LB 18 FC Barcelona LCB
## 53 RW 11 Liverpool LW
## 54 LW 11 PSG RW
## 55 ST 19 Chelsea ST
## 56 RS 21 PSG ST
## 57 Sub 16 Roma LF
## 58 LB 16 Real Madrid LB
## 59 NA Juventus
## 60 RCB 3 Inter RCB
## 61 NA Real Madrid ST
## 62 NA Chelsea
## 63 NA FC Bayern
## 64 NA Arsenal
## 65 RCB 15 Juventus RCB
## 66 ST 9 Spurs RS
## 67 NA Olym. Lyonnais ST
## 68 NA Real Madrid GK
## 69 ST 9 Everton ST
## 70 CM 10 Spurs CAM
## 71 NA Manchester City
## 72 RCB 2 Spurs CB
## 73 Sub 19 Chelsea Sub
## 74 NA Juventus RDM
## 75 NA Manchester Utd
## 76 Sub 4 FC Bayern RCB
## 77 LM 8 Olym. Marseille LW
## 78 RF 14 Napoli ST
## 79 RCB 19 Bor. Dortmund CB
## 80 NA Napoli LCM
## 81 LDM 14 PSG LCM
## 82 NA AS Saint-Étienne GK
## 83 RCB 21 Arsenal LCB
## 84 Sub 6 Atlético Madrid LB
## 85 CB 3 Manchester City CB
## 86 NA Athletic Bilbao LCB
## 87 LM 18 Atlético Madrid LM
## 88 RB 12 Real Madrid RB
## 89 NA Leicester City RM
## 90 NA Real Madrid
## 91 NA Inter ST
## 92 Sub 20 Napoli LW
## 93 Sub 22 Real Madrid Sub
## 94 RCM 8 Atlético Madrid RM
## 95 LCB 4 Roma RCB
## 96 NA AS Monaco GK
## 97 RCB 17 Manchester City LCB
## 98 Sub 2 Arsenal RCB
## 99 NA Chelsea LCM
## 100 NA Juventus LB
## 101 RCB 15 AS Monaco RCB
## 102 Sub 7 FC Bayern LM
## 103 CDM 6 Roma LCM
## 104 NA Atlético Madrid
## 105 NA Villarreal CF LCM
## 106 NA Inter LAM
## 107 NA Chelsea CB
## 108 RDM 6 Juventus LDM
## 109 Sub 4 FC Schalke 04 RCB
## 110 NA FC Schalke 04 GK
## 111 NA Villarreal CF
## 112 CAM 19 Inter CAM
## 113 NA Juventus
## 114 NA Crystal Palace
## 115 RB 2 Juventus RB
## 116 RM 10 FC Barcelona RM
## 117 LCM 14 FC Barcelona LCM
## 118 NA Athletic Bilbao ST
## 119 NA Manchester City CDM
## 120 RCB 9 Manchester Utd RCB
## 121 RCB 2 Atlético Madrid RCB
## 122 RDM 13 Chelsea RCM
## 123 NA Real Sociedad GK
## 124 LM 10 Inter LM
## 125 CM 15 FC Barcelona CM
## 126 LCB 13 PSG RCB
## 127 ST 7 Milan ST
## 128 CDM 14 Sporting CP CDM
## 129 NA Bayer 04 RM
## 130 RM 7 Manchester City RW
## 131 LM 7 PSG LW
## 132 ST 21 Liverpool ST
## 133 LCB 16 Manchester Utd LCB
## 134 NA Napoli LCB
## 135 Sub 13 FC Porto CDM
## 136 NA 1. FC Köln GK
## 137 CDM 5 Real Madrid CDM
## 138 Sub 20 Sevilla FC LM
## 139 Sub 12 Olym. Lyonnais GK
## 140 NA Genoa
## 141 NA Liverpool RCB
## 142 RAM 11 Juventus RM
## 143 Sub 9 Celta Vigo RW
## 144 Sub 22 FC Barcelona GK
## 145 NA Bor. Dortmund
## 146 Sub 17 Manchester Utd RCM
## 147 NA PSG
## 148 Sub 15 Manchester Utd LCB
## 149 RM 11 Chelsea RW
## 150 NA Milan
## 151 Sub 21 Bor. Dortmund GK
## 152 Sub 20 Free Agents Sub
## 153 NA Sevilla FC LDM
## 154 LCM 10 Arsenal LCM
## 155 Sub 15 Villarreal CF RCB
## 156 RCB 5 Bayer 04 RCB
## 157 NA Napoli RW
## 158 NA Sporting CP CM
## 159 Sub 2 Chelsea RCB
## 160 NA Toronto FC LS
## 161 NA 1. FC Köln LS
## 162 NA Juventus LM
## 163 LM 11 Liverpool RCM
## 164 ST 9 Arsenal ST
## 165 GK 1 Sporting CP GK
## 166 GK 1 Bor. M'gladbach GK
## 167 NA SL Benfica LS
## 168 Sub 10 Atlético Madrid LS
## 169 GK 1 Manchester City GK
## 170 RB 20 Bor. Dortmund RCB
## 171 LCB 5 Spurs LCB
## 172 NA Chelsea
## 173 NA FC Schalke 04
## 174 NA Liverpool
## 175 LCB 6 West Ham RCB
## 176 NA Valencia CF RCB
## 177 NA Sevilla FC CAM
## 178 LCB 5 Chelsea LCB
## 179 CB 6 Everton LCB
## 180 NA Everton LB
## 181 GK 1 Leicester City GK
## 182 NA Fiorentina RF
## 183 NA PSG
## 184 GK 1 Torino GK
## 185 NA Atlético Madrid RB
## 186 Sub 20 Galatasaray CAM
## 187 Sub 17 Valencia CF LW
## 188 RB 2 Juventus RB
## 189 Sub 10 Manchester Utd Sub
## 190 CDM 16 Roma RCM
## 191 Sub 23 Napoli GK
## 192 RM 20 Beşiktaş RM
## 193 NA Real Madrid
## 194 Sub 11 AS Monaco RM
## 195 NA Leicester City
## 196 NA Bayer 04
## 197 NA Manchester Utd LW
## 198 CAM 16 Spurs LS
## 199 Sub 23 SL Benfica GK
## 200 ST 10 Roma RF
## 201 NA Liverpool RW
## 202 NA Real Madrid
## 203 NA Sevilla FC
## 204 NA Villarreal CF RCM
## 205 LCB 22 FC Barcelona CB
## 206 NA Atlético Madrid RCB
## 207 NA UD Las Palmas CDM
## 208 NA Liverpool
## 209 NA Roma
## 210 LCB 4 Southampton LCB
## 211 NA Stoke City
## 212 Sub 7 Real Madrid Sub
## 213 NA PSG
## 214 NA FC Schalke 04
## 215 NA Sassuolo RCB
## 216 NA Manchester City
## 217 LDM 10 Arsenal LDM
## 218 Sub 15 Lazio RCB
## 219 NA UD Las Palmas LCM
## 220 NA SL Benfica CM
## 221 RB 23 PSG RB
## 222 RCM 10 PSG RCM
## 223 Sub 20 Bayer 04 LDM
## 224 NA Liverpool LCB
## 225 RCB 17 Inter RCB
## 226 NA Everton RDM
## 227 NA Villarreal CF LCB
## 228 LB 13 VfL Wolfsburg LCB
## 229 RAM 23 Stoke City RM
## 230 LS 11 Lazio ST
## 231 Sub 12 Liverpool RB
## 232 NA Sevilla FC
## 233 NA Bournemouth
## 234 NA Bor. Dortmund
## 235 NA PSG GK
## 236 Sub 22 Shakhtar Donetsk LM
## 237 RB 2 Spurs RWB
## 238 NA Shakhtar Donetsk RM
## 239 NA VfL Wolfsburg LDM
## 240 Sub 18 Zenit RCM
## 241 NA Swansea City LM
## 242 NA FC Porto LM
## 243 LF 7 Stoke City LM
## 244 RDM 8 Liverpool CDM
## 245 GK 1 Udinese GK
## 246 NA Crystal Palace LCB
## 247 Sub 5 Sevilla FC RCB
## 248 GK 1 Galatasaray GK
## 249 NA Lokomotiv Moscow RCB
## 250 NA Roma ST
## 251 RB 2 Everton RB
## 252 ST 14 Bayer 04 ST
## 253 NA Athletic Bilbao LCM
## 254 NA Bayer 04 RDM
## 255 LCM 6 Free Agents LCM
## 256 NA Everton LDM
## 257 Sub 11 Everton LM
## 258 RW 11 Real Sociedad RW
## 259 NA Sampdoria GK
## 260 RM 16 Manchester Utd RB
## 261 NA Bor. Dortmund LCM
## 262 NA AS Monaco RS
## 263 Sub 12 Valencia CF GK
## 264 NA Sassuolo GK
## 265 Sub 8 AS Monaco Sub
## 266 Sub 19 Spurs LCM
## 267 Sub 14 Sevilla FC Sub
## 268 NA AS Saint-Étienne LCB
## 269 RCM 6 Lazio CDM
## 270 Sub 23 Stade Rennais GK
## 271 NA Napoli RCB
## 272 ST 23 VfL Wolfsburg ST
## 273 NA Atlético Madrid RCM
## 274 NA RCD Espanyol GK
## 275 NA Bor. M'gladbach LS
## 276 NA Atalanta LS
## 277 NA Fiorentina CB
## 278 NA LOSC Lille GK
## 279 NA Orlando City
## 280 Sub 17 Manchester City Sub
## 281 NA NYCFC ST
## 282 NA Middlesbrough GK
## 283 NA Arsenal
## 284 NA Olym. Marseille LB
## 285 NA FC Bayern
## 286 NA Manchester Utd CDM
## 287 NA NYCFC CM
## 288 NA FC Porto GK
## 289 RM 11 Bor. Dortmund RW
## 290 Sub 6 Olym. Lyonnais LCM
## 291 NA Inter
## 292 Sub 21 Fiorentina LF
## 293 Sub 11 1899 Hoffenheim RCB
## 294 NA Sassuolo RW
## 295 NA Olym. Marseille LCM
## 296 NA Villarreal CF RM
## 297 Sub 18 PSG CDM
## 298 NA FC Schalke 04 CAM
## 299 LW 7 Spartak Moscow RM
## 300 RS 23 Torino ST
## 301 LB 3 1. FC Köln LB
## 302 NA Real Madrid
## 303 Sub 13 Sevilla FC GK
## 304 NA Zenit LW
## 305 NA Napoli
## 306 Sub 17 Olym. Marseille RW
## 307 Sub 22 Chelsea Sub
## 308 NA Real Sociedad LCB
## 309 NA Milan RW
## 310 Sub 14 Milan LW
## 311 NA Lazio RW
## 312 Sub 23 FC Barcelona Sub
## 313 NA Sevilla FC
## 314 NA Arsenal
## 315 Sub 22 Everton RM
## 316 NA Villarreal CF LS
## 317 NA Bor. Dortmund LCB
## 318 Sub 9 Bor. Dortmund Sub
## 319 NA Watford
## 320 NA Villarreal CF RB
## 321 Sub 14 Valencia CF CAM
## 322 GK 1 Eint. Frankfurt GK
## 323 LB 5 Manchester Utd LB
## 324 NA Athletic Bilbao RB
## 325 Sub 12 Stoke City Sub
## 326 NA Athletic Bilbao
## 327 NA Valencia CF LCM
## 328 RS 23 West Brom ST
## 329 NA Sevilla FC
## 330 Sub 19 Sporting CP RS
## 331 LDM 8 Everton LDM
## 332 NA Málaga CF RDM
## 333 RCM 15 Free Agents RCM
## 334 LDM 10 CSKA Moscow RDM
## 335 NA Zenit
## 336 NA Bor. M'gladbach RS
## 337 NA OGC Nice ST
## 338 Sub 1 Roma GK
## 339 NA Fiorentina ST
## 340 NA Athletic Bilbao RCM
## 341 Sub 20 Crystal Palace ST
## 342 RCM 18 Lazio RCM
## 343 NA SL Benfica CDM
## 344 NA Southampton
## 345 RCM 8 Liverpool LCM
## 346 NA Roma CB
## 347 RCB 4 Fenerbahçe RCB
## 348 NA Crystal Palace
## 349 LCM 7 FC Porto LCM
## 350 NA Real Betis GK
## 351 NA Sevilla FC
## 352 NA Bor. Dortmund
## 353 NA Olym. Lyonnais
## 354 NA 1. FSV Mainz 05
## 355 NA Atlético Madrid
## 356 RM 6 Inter RAM
## 357 Sub 13 Fiorentina LCB
## 358 NA Athletic Bilbao CAM
## 359 NA LA Galaxy
## 360 NA Spurs
## 361 NA Stoke City RCB
## 362 LB 3 Spurs LWB
## 363 LCM 8 Free Agents LCM
## 364 NA Fenerbahçe LCB
## 365 NA Arsenal RM
## 366 NA Manchester City RB
## 367 NA OGC Nice LCB
## 368 LM 8 Hertha BSC LM
## 369 NA Tigres ST
## 370 NA Galatasaray ST
## 371 NA Middlesbrough ST
## 372 NA Manchester City
## 373 NA Shakhtar Donetsk RB
## 374 NA Giron. Bordeaux GK
## 375 NA Real Betis ST
## 376 NA FC Barcelona
## 377 NA Málaga CF GK
## 378 NA Atlético Madrid
## 379 GK 1 Hertha BSC GK
## 380 NA Sunderland ST
## 381 NA PSG
## 382 NA Atlético Madrid
## 383 NA SL Benfica
## 384 NA Free agent ST
## 385 NA Zenit
## 386 NA Chelsea
## 387 NA Antalyaspor ST
## 388 NA Atlético Madrid
## 389 Sub 23 Sporting CP RM
## 390 Sub 19 Manchester City LW
## 391 Sub 15 Bor. Dortmund RCM
## 392 NA Olym. Lyonnais CAM
## 393 Sub 5 OGC Nice LCM
## 394 NA Athletic Bilbao RW
## 395 NA Fiorentina
## 396 NA Lazio LW
## 397 NA Napoli
## 398 Sub 20 AS Monaco LM
## 399 NA FC Bayern
## 400 GK 1 Roma GK
## 401 RB 18 FC Bayern RB
## 402 Sub 20 Bayer 04 LM
## 403 NA Southampton
## 404 NA Galatasaray LM
## 405 NA Juventus
## 406 LB 5 Bor. Dortmund LM
## 407 NA AS Monaco RDM
## 408 Sub 19 Leicester City LS
## 409 NA Ajax LCM
## 410 LM 10 RB Leipzig LAM
## 411 NA Atlético Madrid LCM
## 412 NA FC Porto RCB
## 413 NA Shakhtar Donetsk LDM
## 414 NA Manchester Utd
## 415 NA RCD Espanyol
## 416 Sub 16 Roma LCB
## 417 NA FC Schalke 04 LCB
## 418 NA FC Barcelona
## 419 NA Chelsea
## 420 LCB 6 Hertha BSC LCB
## 421 NA Arsenal RB
## 422 Sub 21 Bor. M'gladbach Sub
## 423 LCM 10 Ajax RCM
## 424 NA AS Monaco LS
## 425 NA VfL Wolfsburg
## 426 Sub 3 PSG LB
## 427 NA FC Barcelona RM
## 428 Sub 13 Inter LCB
## 429 NA Fiorentina
## 430 RB 19 AS Monaco RB
## 431 NA Real Madrid
## 432 CAM 7 Fiorentina CAM
## 433 NA Bayer 04 CAM
## 434 NA Napoli
## 435 LCM 19 Celta Vigo CAM
## 436 NA FC Barcelona
## 437 RM 10 Crystal Palace LM
## 438 NA Southampton ST
## 439 NA VfL Wolfsburg
## 440 NA Bor. M'gladbach RM
## 441 Sub 19 Sporting CP RCB
## 442 RDM 14 Beşiktaş LDM
## 443 NA Shakhtar Donetsk LCB
## 444 NA Manchester Utd
## 445 NA West Ham
## 446 NA Juventus
## 447 NA Celta Vigo RB
## 448 NA VfL Wolfsburg RAM
## 449 NA OGC Nice LW
## 450 NA 1899 Hoffenheim GK
## 451 NA CSKA Moscow RB
## 452 NA Villarreal CF LM
## 453 NA FC Porto RM
## 454 NA Olym. Lyonnais RCM
## 455 Sub 16 PSG Sub
## 456 CAM 19 VfL Wolfsburg LAM
## 457 NA SL Benfica RM
## 458 NA Roma
## 459 NA Torino RW
## 460 Sub 12 FC Augsburg GK
## 461 NA Bor. M'gladbach
## 462 NA Arsenal LDM
## 463 NA Bor. Dortmund
## 464 NA Montpellier HSC CAM
## 465 NA Sevilla FC
## 466 NA FC Krasnodar ST
## 467 CDM 6 FC Rostov LCM
## 468 NA Juventus
## 469 NA Leicester City
## 470 NA Arsenal LM
## 471 NA Leicester City RCM
## 472 NA Manchester City
## 473 Sub 4 Manchester Utd Sub
## 474 NA Bor. M'gladbach
## 475 NA Roma
## 476 NA West Ham
## 477 NA Werder Bremen LS
## 478 ST 11 SL Benfica RS
## 479 NA Watford
## 480 NA Sevilla FC ST
## 481 Sub 17 Fenerbahçe RM
## 482 NA Zenit RCB
## 483 Sub 17 Inter Sub
## 484 NA Real Madrid
## 485 Sub 16 Arsenal LB
## 486 NA Spartak Moscow
## 487 Sub 21 Celta Vigo Sub
## 488 NA West Ham
## 489 NA West Ham LCB
## 490 NA Liverpool
## 491 NA UD Las Palmas ST
## 492 LCB 15 PSV LCB
## 493 NA Inter LB
## 494 Sub 18 Celta Vigo LCM
## 495 NA FC Schalke 04
## 496 Sub 18 PSV CDM
## 497 CAM 8 Villarreal CF CAM
## 498 Sub 14 Southampton LB
## 499 NA SL Benfica
## 500 NA CA Osasuna GK
## 501 NA Crystal Palace LCM
## 502 NA Lokomotiv Moscow LB
## 503 NA Lazio RB
## 504 NA Celta Vigo RCB
## 505 NA Milan RCB
## 506 GK 22 Swansea City GK
## 507 NA West Brom GK
## 508 NA Hertha BSC ST
## 509 LCB 4 FC Krasnodar RCB
## 510 RCM 16 FC Porto RCM
## 511 GK 1 CSKA Moscow GK
## 512 NA San Lorenzo RCM
## 513 NA Shakhtar Donetsk GK
## 514 NA Bologna GK
## 515 NA Lazio GK
## 516 NA Liverpool LB
## 517 Sub 22 Spurs Sub
## 518 NA FC Augsburg LDM
## 519 RCM 13 Beşiktaş RDM
## 520 LCB 15 Fenerbahçe RDM
## 521 NA Chicago Fire LCM
## 522 NA Hamburger SV GK
## 523 NA Giron. Bordeaux CDM
## 524 NA Everton RCB
## 525 NA Chievo Verona GK
## 526 NA Fenerbahçe
## 527 NA Everton
## 528 NA Roma
## 529 Sub 12 Milan GK
## 530 Sub 4 SL Benfica RB
## 531 NA RC Deportivo ST
## 532 NA Lazio LCM
## 533 NA Al Ahli ST
## 534 NA Real Betis
## 535 RCB 3 SL Benfica LCB
## 536 NA RB Leipzig RDM
## 537 Sub 4 AS Monaco LDM
## 538 NA Bor. M'gladbach LDM
## 539 NA Sporting CP
## 540 NA SL Benfica
## 541 NA SD Eibar LDM
## 542 NA SL Benfica
## 543 ST 20 Atlético Madrid ST
## 544 CB 6 Bor. M'gladbach RCB
## 545 NA FC Schalke 04 RDM
## 546 Sub 16 FC Krasnodar GK
## 547 Sub 17 Liverpool Sub
## 548 NA FC Schalke 04
## 549 NA Valencia CF LB
## 550 NA Torino RCM
## 551 NA SC Braga CAM
## 552 NA Napoli RB
## 553 NA Valencia CF
## 554 Sub 5 Milan LCB
## 555 LCM 19 Napoli RCM
## 556 NA Roma RM
## 557 NA OGC Nice
## 558 NA FC Porto CM
## 559 NA Hamburger SV LM
## 560 Sub 14 Liverpool Sub
## 561 NA Bor. Dortmund
## 562 NA Sevilla FC
## 563 NA Athletic Bilbao GK
## 564 NA VfL Wolfsburg CAM
## 565 NA OGC Nice
## 566 NA Villarreal CF
## 567 NA Medipol Başakşehir RM
## 568 NA Shakhtar Donetsk
## 569 NA Torino LCM
## 570 RS 7 Napoli RS
## 571 NA FC Bayern
## 572 NA Atlético Madrid
## 573 NA Feyenoord RCB
## 574 RCB 6 Manchester City RCB
## 575 LCB 3 Bor. M'gladbach LCB
## 576 NA Valencia CF ST
## 577 NA Olym. Lyonnais
## 578 NA Spartak Moscow RDM
## 579 Sub 21 Olym. Lyonnais LW
## 580 NA UD Las Palmas LM
## 581 RM 15 PSG RB
## 582 LDM 4 Spurs RCB
## 583 NA Swansea City RCB
## 584 Sub 9 Villarreal CF Sub
## 585 NA Middlesbrough
## 586 NA Napoli LB
## 587 NA Arsenal
## 588 RDM 8 Hertha BSC CAM
## 589 RB 21 Southampton RB
## 590 NA Napoli
## 591 NA FC Lorient GK
## 592 NA FC Barcelona
## 593 NA FC Barcelona
## 594 NA Spurs
## 595 NA UD Las Palmas RCM
## 596 Sub 6 RC Deportivo CAM
## 597 NA FC Porto
## 598 NA Southampton LW
## 599 NA Real Madrid
## 600 NA Sevilla FC RM
## 601 Sub 18 Arsenal RDM
## 602 NA 1. FC Köln RDM
## 603 NA SD Eibar LCB
## 604 NA Stoke City
## 605 Sub 14 Sounders FC RM
## 606 NA FC Schalke 04
## 607 RCB 3 VfL Wolfsburg RCB
## 608 NA Real Sociedad ST
## 609 NA Sunderland
## 610 NA Málaga CF RM
## 611 Sub 4 Free Agents Sub
## 612 Sub 7 Toulouse FC LAM
## 613 NA Villarreal CF LB
## 614 NA AS Saint-Étienne RM
## 615 NA Sevilla FC LB
## 616 NA Chelsea LWB
## 617 NA FC Schalke 04
## 618 NA Sounders FC RDM
## 619 NA Milan RCM
## 620 GK 1 PSV GK
## 621 NA Real Sociedad CM
## 622 NA Torino LW
## 623 NA Valencia CF LCB
## 624 NA Real Sociedad
## 625 NA Athletic Bilbao LB
## 626 NA Olym. Lyonnais
## 627 Sub 21 1899 Hoffenheim CM
## 628 NA Rubin Kazan ST
## 629 RCB 3 Bayer 04 LCB
## 630 NA West Ham CAM
## 631 NA Spurs RCM
## 632 NA Hull City RCM
## 633 Sub 3 Olym. Lyonnais Sub
## 634 GK 1 Medipol Başakşehir GK
## 635 NA FC Basel ST
## 636 NA FC Krasnodar
## 637 Sub 22 Zenit ST
## 638 NA Spartak Moscow
## 639 NA Rubin Kazan LDM
## 640 NA Arsenal
## 641 NA Sevilla FC RB
## 642 NA West Ham RM
## 643 NA Manchester City
## 644 NA West Brom
## 645 NA RCD Espanyol
## 646 NA Spurs
## 647 RB 16 FC Porto RB
## 648 NA RC Deportivo LCB
## 649 NA Olym. Marseille CDM
## 650 NA Genoa LCM
## 651 NA Beşiktaş GK
## 652 NA VfL Wolfsburg
## 653 LB 23 Bor. M'gladbach LM
## 654 NA Beşiktaş
## 655 NA Sporting CP LM
## 656 RS 11 Panathinaikos ST
## 657 NA CSKA Moscow LDM
## 658 GK 1 Arsenal GK
## 659 NA Montreal Impact
## 660 RM 10 Chievo Verona CAM
## 661 NA Milan
## 662 NA FC Porto LCB
## 663 Sub 12 Liverpool GK
## 664 GK 1 Manchester Utd GK
## 665 NA Zenit LB
## 666 NA Torino LCB
## 667 NA Fenerbahçe
## 668 NA Portland CAM
## 669 NA Bor. Dortmund
## 670 LCB 5 West Brom LCB
## 671 NA Udinese RCB
## 672 NA Sevilla FC
## 673 NA Lazio LB
## 674 NA Zenit
## 675 NA Celta Vigo
## 676 NA Swansea City ST
## 677 NA Olym. Marseille ST
## 678 NA Arsenal
## 679 NA Stoke City
## 680 NA Lokomotiv Moscow
## 681 NA Lokomotiv Moscow CAM
## 682 NA Crystal Palace
## 683 NA Sounders FC CAM
## 684 CDM 4 Toronto FC CDM
## 685 NA Stade Rennais RS
## 686 NA Montpellier HSC RCB
## 687 NA Bursaspor CAM
## 688 NA Manchester City LB
## 689 NA FC Schalke 04
## 690 NA SL Benfica RCB
## 691 NA CSKA Moscow RCB
## 692 NA Lokomotiv Moscow RDM
## 693 RM 19 Spartak Moscow RM
## 694 NA Manchester City
## 695 NA Real Sociedad RCM
## 696 NA RCD Espanyol RDM
## 697 NA Necaxa GK
## 698 NA Racing Club LS
## 699 GK 13 Granada CF GK
## 700 Sub 2 Cagliari RCB
## 701 ST 17 Free Agents ST
## 702 NA VfL Wolfsburg GK
## 703 NA CSKA Moscow RM
## 704 NA PSG
## 705 NA Djurgårdens IF LCM
## 706 GK 1 Colorado Rapids GK
## 707 NA Málaga CF
## 708 Sub 20 Manchester Utd Sub
## 709 CAM 23 Free Agents CAM
## 710 Sub 9 Manchester City Sub
## 711 NA Real Sociedad LW
## 712 RS 18 FC Porto RS
## 713 NA FC Porto LS
## 714 NA Celta Vigo RCM
## 715 Sub 18 Racing Club LM
## 716 NA Sporting Gijón RCB
## 717 NA Málaga CF
## 718 NA Real Betis
## 719 NA Angers SCO RCM
## 720 NA Club Brugge LW
## 721 NA SD Eibar RDM
## 722 NA Celta Vigo LW
## 723 NA San Lorenzo GK
## 724 NA Levante UD LM
## 725 NA Bayer 04 LB
## 726 NA 1899 Hoffenheim LS
## 727 Sub 22 Torino RB
## 728 NA AS Monaco LCB
## 729 NA River Plate LS
## 730 Sub 18 Udinese ST
## 731 NA OGC Nice
## 732 NA Málaga CF
## 733 NA FC Porto LB
## 734 NA RB Leipzig
## 735 NA Bor. M'gladbach
## 736 NA Sporting CP LCB
## 737 NA Olym. Lyonnais RW
## 738 NA SL Benfica
## 739 Sub 5 Spurs Sub
## 740 NA Querétaro GK
## 741 Sub 12 Ajax RB
## 742 NA FC Schalke 04 LB
## 743 Sub 5 Tigres LDM
## 744 Sub 17 Burnley RCB
## 745 Sub 21 Manchester Utd Sub
## 746 NA UD Las Palmas LCB
## 747 RCB 6 Napoli RCB
## 748 LCB 4 Spurs LCB
## 749 RM 5 Monterrey CAM
## 750 NA Genoa
## 751 NA SD Eibar LM
## 752 Sub 9 SL Benfica Sub
## 753 NA Sporting CP
## 754 NA Roma
## 755 NA Watford
## 756 NA Bor. M'gladbach
## 757 CAM 10 Olympiakos CFP CAM
## 758 NA FC Krasnodar LW
## 759 RM 18 SL Benfica RM
## 760 NA Panathinaikos LCB
## 761 NA FC Schalke 04
## 762 NA Hannover 96 LCB
## 763 NA Fiorentina LCM
## 764 NA América GK
## 765 Sub 14 RSC Anderlecht ST
## 766 NA West Brom LM
## 767 NA Fiorentina
## 768 NA Real Betis LCB
## 769 NA Bor. Dortmund
## 770 LS 9 Feyenoord ST
## 771 Sub 9 Celta Vigo ST
## 772 Sub 13 Stoke City LCB
## 773 NA Southampton
## 774 RCM 20 Bayer 04 RCM
## 775 GK 1 KRC Genk GK
## 776 NA Monterrey ST
## 777 NA Valencia CF
## 778 NA Stade Rennais RCB
## 779 Sub 8 Valencia CF RCM
## 780 NA Rosario Central RS
## 781 NA Monterrey LW
## 782 NA Southampton
## 783 NA Swansea City
## 784 NA SD Eibar ST
## 785 RCM 17 RCD Espanyol RM
## 786 RCM 8 Werder Bremen LCM
## 787 NA PSV RCM
## 788 Sub 9 Beşiktaş ST
## 789 NA VfL Wolfsburg
## 790 NA Napoli
## 791 NA West Brom RB
## 792 NA 1899 Hoffenheim CB
## 793 NA Celta Vigo
## 794 NA Werder Bremen RCB
## 795 NA West Ham
## 796 NA Whitecaps FC ST
## 797 NA RC Deportivo LDM
## 798 NA West Ham LM
## 799 NA Athletic Bilbao
## 800 Sub 14 Bayer 04 Sub
## 801 NA Trabzonspor
## 802 NA Athletic Bilbao LW
## 803 NA Athletic Bilbao
## 804 NA Atalanta GK
## 805 NA Everton
## 806 NA Akhisarspor RB
## 807 NA Lazio
## 808 NA Rubin Kazan CAM
## 809 NA Empoli CAM
## 810 NA Spartak Moscow LDM
## 811 NA Rubin Kazan RCB
## 812 NA Stoke City
## 813 Sub 12 Trabzonspor GK
## 814 Sub 7 Swansea City Sub
## 815 NA Milan
## 816 NA Middlesbrough
## 817 NA Eint. Frankfurt
## 818 CAM 10 Spartak Moscow CAM
## 819 CM 7 Stoke City CAM
## 820 NA Angers SCO LCB
## 821 NA Granada CF RM
## 822 NA 1899 Hoffenheim RS
## 823 NA RCD Espanyol LM
## 824 NA FC Schalke 04 LM
## 825 NA Hertha BSC RCB
## 826 NA 1. FC Köln LCB
## 827 NA Manchester City
## 828 NA FC Augsburg ST
## 829 NA Watford LS
## 830 RCM 6 West Ham RCM
## 831 RM 7 Free Agents RM
## 832 NA West Ham ST
## 833 LDM 9 Free Agents LDM
## 834 Sub 17 FC Basel RCB
## 835 NA Spartak Moscow
## 836 NA Lokomotiv Moscow GK
## 837 NA Swansea City
## 838 NA Club Brugge RCM
## 839 NA Watford RCM
## 840 NA OGC Nice RCB
## 841 LCB 2 Milan LCB
## 842 NA Hull City
## 843 Sub 8 Manchester Utd Sub
## 844 Sub 23 Tigres GK
## 845 NA Granada CF ST
## 846 NA SC Braga
## 847 NA Trabzonspor
## 848 NA SD Eibar RM
## 849 RCM 10 Werder Bremen RCM
## 850 NA Milan
## 851 NA Chelsea RWB
## 852 NA Real Sociedad LCM
## 853 Sub 23 Southampton GK
## 854 LCM 19 Ajax CDM
## 855 CAM 10 Crystal Palace CAM
## 856 NA Valencia CF
## 857 NA Burnley LM
## 858 NA Uni. Católica CAM
## 859 NA AZ GK
## 860 NA Swansea City CDM
## 861 NA Feyenoord
## 862 NA FC Bayern
## 863 NA Spartak Moscow LCB
## 864 NA Milan RB
## 865 NA Kalmar FF RCM
## 866 NA Rosario Central LS
## 867 RM 16 VfL Wolfsburg RB
## 868 NA Beşiktaş LB
## 869 Sub 13 Burnley GK
## 870 NA Shakhtar Donetsk RCB
## 871 NA Feyenoord RCM
## 872 NA Zenit CDM
## 873 NA Eint. Frankfurt RCB
## 874 NA Milan
## 875 NA Sampdoria LS
## 876 NA RCD Espanyol CAM
## 877 Sub 22 Free Agents Sub
## 878 NA VfB Stuttgart RCM
## 879 Sub 23 Montreal Impact LCB
## 880 Sub 4 Roma Sub
## 881 NA Inter
## 882 NA Hertha BSC LDM
## 883 NA Manchester Utd
## 884 NA West Ham RDM
## 885 NA Everton
## 886 Sub 2 Olym. Lyonnais RB
## 887 NA Rubin Kazan GK
## 888 NA Villarreal CF RS
## 889 NA Bor. M'gladbach LB
## 890 RB 7 Beşiktaş RB
## 891 NA Milan
## 892 NA Liverpool
## 893 NA Manchester City GK
## 894 NA Aytemiz Alanyaspor ST
## 895 NA Leicester City LCB
## 896 NA Watford GK
## 897 NA Málaga CF LCB
## 898 LDM 8 Galatasaray RDM
## 899 NA Eint. Frankfurt
## 900 NA CSKA Moscow LCB
## 901 NA RCD Espanyol
## 902 NA Galatasaray
## 903 NA EA Guingamp
## 904 NA Real Betis
## 905 NA Werder Bremen RS
## 906 NA FC Rostov CB
## 907 NA Chievo Verona LCB
## 908 Sub 12 AS Monaco Sub
## 909 NA Toulouse FC GK
## 910 Sub 16 FC Bayern Sub
## 911 NA Ponte Preta ST
## 912 NA Goiás RDM
## 913 NA Internacional RB
## 914 NA Coritiba RS
## 915 NA Botafogo CAM
## 916 NA Chapecoense RB
## 917 NA Botafogo LB
## 918 NA Atl. Paranaense LB
## 919 NA Atl. Paranaense GK
## 920 NA UD Las Palmas RCB
## 921 NA OGC Nice LB
## 922 NA Sassuolo LCM
## 923 NA Athletic Bilbao RCB
## 924 ST 9 Spurs ST
## 925 NA Málaga CF CAM
## 926 NA Deport. Alavés RDM
## 927 Sub 12 Independiente GK
## 928 NA 1899 Hoffenheim RCM
## 929 NA OGC Nice RCM
## 930 NA Eint. Frankfurt LCB
## 931 Sub 2 Fenerbahçe RB
## 932 NA SL Benfica
## 933 NA Giron. Bordeaux RW
## 934 RB 2 Feyenoord RB
## 935 NA Real Betis LCM
## 936 NA Pachuca LW
## 937 NA OGC Nice GK
## 938 NA Osmanlıspor
## 939 Sub 18 FC Schalke 04 RM
## 940 Sub 22 Ajax RCB
## 941 RCM 15 Fiorentina RCM
## 942 NA Spurs
## 943 NA Málaga CF ST
## 944 Sub 14 Lazio LCB
## 945 NA Lazio
## 946 NA Lazio
## 947 NA RSC Anderlecht LCM
## 948 NA UD Las Palmas
## 949 NA Zenit GK
## 950 Sub 14 Udinese RB
## 951 NA Boca Juniors RB
## 952 NA Boca Juniors RCM
## 953 NA Boca Juniors ST
## 954 NA Lanús CDM
## 955 NA Sevilla FC RDM
## 956 LB 3 Trabzonspor LB
## 957 NA Atl. Nacional GK
## 958 Sub 16 Deport. Alavés Sub
## 959 NA FC Nantes
## 960 NA FC Rostov RS
## 961 NA Sporting CP LS
## 962 Sub 22 Giron. Bordeaux ST
## 963 RDM 17 Arsenal RDM
## 964 NA Juventus
## 965 NA Beşiktaş CAM
## 966 NA Sampdoria CAM
## 967 Sub 8 Inter LDM
## 968 NA 1899 Hoffenheim LCM
## 969 NA Independiente LB
## 970 NA 1. FSV Mainz 05 LM
## 971 NA RC Deportivo RM
## 972 NA FC Basel RDM
## 973 NA Indep. Medellín RAM
## 974 NA Celta Vigo LB
## 975 NA FC Porto
## 976 NA CD Leganés LM
## 977 NA 1. FSV Mainz 05 RS
## 978 NA Celta Vigo
## 979 NA Deport. Alavés GK
## 980 Sub 29 SC Heerenveen LW
## 981 NA FC Schalke 04
## 982 LDM 22 SL Benfica LDM
## 983 NA CD Leganés CAM
## 984 NA RCD Espanyol ST
## 985 NA Bor. Dortmund RM
## 986 NA Bor. M'gladbach RDM
## 987 NA EA Guingamp LB
## 988 NA Roma
## 989 NA CA Osasuna CAM
## 990 NA Hertha BSC
## 991 NA 1. FC Köln
## 992 NA Werder Bremen LM
## 993 NA PSV LB
## 994 NA Napoli
## 995 NA Deport. Alavés LCB
## 996 NA FC Utrecht LS
## 997 NA Chievo Verona RCM
## 998 NA Málaga CF RCB
## 999 NA Rio Ave RCB
## 1000 LB 15 AS Monaco LB
## 1001 NA RB Leipzig RCB
## 1002 NA Real Betis RCM
## 1003 NA Zenit LCB
## 1004 NA FC København
## 1005 GK 1 FC Basel GK
## 1006 NA Spartak Moscow ST
## 1007 NA 1899 Hoffenheim RWB
## 1008 Sub 16 Feyenoord LCM
## 1009 NA Feyenoord LB
## 1010 NA 1. FC Köln
## 1011 NA Villarreal CF
## 1012 NA Juventus
## 1013 NA FC Krasnodar LCB
## 1014 NA Málaga CF
## 1015 NA OGC Nice RW
## 1016 NA Leicester City
## 1017 NA AS Saint-Étienne RDM
## 1018 NA RCD Espanyol RCB
## 1019 GK 12 Fiorentina GK
## 1020 RM 19 Bologna LW
## 1021 NA Real Betis RCB
## 1022 NA Shakhtar Donetsk LB
## 1023 NA LOSC Lille
## 1024 Sub 22 SC Braga GK
## 1025 NA FC Rostov
## 1026 NA 1899 Hoffenheim
## 1027 NA San Lorenzo ST
## 1028 NA Levante UD LDM
## 1029 NA PSV
## 1030 NA SC Braga
## 1031 Sub 13 Everton Sub
## 1032 NA Sampdoria LCM
## 1033 NA Celta Vigo LCB
## 1034 NA Watford
## 1035 NA Sporting Gijón RCM
## 1036 Sub 8 Torino Sub
## 1037 Sub 9 Sampdoria RS
## 1038 Sub 10 Beşiktaş Sub
## 1039 NA Leicester City
## 1040 NA Lazio
## 1041 NA AS Saint-Étienne LB
## 1042 NA 1. FSV Mainz 05 RCB
## 1043 NA Valencia CF
## 1044 NA FC Schalke 04 LDM
## 1045 NA Swansea City
## 1046 Sub 18 Feyenoord CAM
## 1047 NA Sunderland
## 1048 NA Al Ahli CAM
## 1049 NA Liverpool
## 1050 NA RCD Espanyol RB
## 1051 NA Crystal Palace RM
## 1052 NA Valencia CF RB
## 1053 NA Leicester City RS
## 1054 NA Fenerbahçe CAM
## 1055 NA SC Braga
## 1056 NA Lokomotiv Moscow LCB
## 1057 NA Real Betis CB
## 1058 NA Bologna ST
## 1059 NA Vitesse RCB
## 1060 NA Sporting CP RB
## 1061 NA LOSC Lille RCB
## 1062 Sub 1 Watford Sub
## 1063 NA Hertha BSC LB
## 1064 NA Athletic Bilbao
## 1065 NA Milan
## 1066 Sub 5 RCD Espanyol LCB
## 1067 NA LOSC Lille RB
## 1068 LCM 8 Juventus LCM
## 1069 NA Beşiktaş
## 1070 NA Sunderland
## 1071 NA Portland RM
## 1072 NA CD Leganés RDM
## 1073 NA PSV ST
## 1074 Sub 9 LOSC Lille ST
## 1075 NA Watford LCM
## 1076 NA RCD Espanyol
## 1077 NA 1899 Hoffenheim LCB
## 1078 NA Fenerbahçe LDM
## 1079 NA Eint. Frankfurt LWB
## 1080 NA 1. FC Köln
## 1081 NA Newcastle Utd RDM
## 1082 NA FC Dallas
## 1083 NA Racing Club RS
## 1084 NA Torino CDM
## 1085 LAM 18 Bayer 04 LAM
## 1086 NA Udinese
## 1087 NA Lanús LW
## 1088 NA Watford RWB
## 1089 NA Hamburger SV CAM
## 1090 NA RC Deportivo RB
## 1091 NA Lokomotiv Moscow
## 1092 NA FC Krasnodar
## 1093 RB 4 Cagliari RB
## 1094 NA Atl. Nacional ST
## 1095 NA Atalanta
## 1096 NA VfL Wolfsburg
## 1097 NA West Ham LDM
## 1098 RCB 20 Stoke City RCB
## 1099 NA Chievo Verona CDM
## 1100 NA FC Bayern
## 1101 NA Swansea City RCM
## 1102 NA Spurs
## 1103 NA Torino RCB
## 1104 RM 14 FC Lorient ST
## 1105 NA Hamburger SV RCB
## 1106 Sub 4 Celta Vigo Sub
## 1107 NA Hamburger SV RM
## 1108 NA CD Leganés
## 1109 NA Real Sociedad LB
## 1110 NA Galatasaray RCB
## 1111 NA AS Saint-Étienne CAM
## 1112 Sub 17 Hertha BSC Sub
## 1113 Sub 15 Bournemouth Sub
## 1114 NA Málaga CF RB
## 1115 RDM 6 Fiorentina RCB
## 1116 NA Watford LWB
## 1117 NA Sporting CP
## 1118 NA Villarreal CF
## 1119 NA Olym. Lyonnais
## 1120 NA Eint. Frankfurt
## 1121 NA Beşiktaş RCB
## 1122 NA FC Krasnodar CDM
## 1123 NA RC Deportivo
## 1124 NA Watford
## 1125 LM 11 Hull City LM
## 1126 CB 15 Watford CB
## 1127 NA Chievo Verona
## 1128 NA Sassuolo ST
## 1129 NA Legia Warszawa CAM
## 1130 LS 8 RCD Espanyol LS
## 1131 NA SD Eibar
## 1132 Sub 12 Estudiantes GK
## 1133 NA Swansea City
## 1134 NA Toulouse FC CAM
## 1135 NA Inter
## 1136 NA UD Las Palmas GK
## 1137 LM 8 Chievo Verona LCM
## 1138 NA Feyenoord LW
## 1139 NA River Plate RCB
## 1140 Sub 27 Beşiktaş Sub
## 1141 NA Real Madrid
## 1142 NA Southampton
## 1143 NA Sunderland
## 1144 NA Sunderland LDM
## 1145 ST 9 Southampton ST
## 1146 NA FC Nantes GK
## 1147 NA AZ RCB
## 1148 NA Lokomotiv Moscow
## 1149 NA SD Eibar
## 1150 NA Tigres
## 1151 NA Boca Juniors CDM
## 1152 GK 16 Kaizer Chiefs GK
## 1153 NA 1899 Hoffenheim
## 1154 NA Udinese LW
## 1155 NA Málaga CF
## 1156 NA Celta Vigo GK
## 1157 NA Hull City
## 1158 NA Watford RCB
## 1159 NA AS Monaco
## 1160 RDM 6 Stoke City RDM
## 1161 NA FC Nantes RDM
## 1162 RCB 3 Hamburger SV RCB
## 1163 NA León ST
## 1164 RDM 11 Watford CM
## 1165 NA Real Sociedad
## 1166 NA Giron. Bordeaux LW
## 1167 NA Beşiktaş
## 1168 NA Rubin Kazan RDM
## 1169 Sub 12 Toluca GK
## 1170 Sub 1 Colo-Colo GK
## 1171 RM 6 West Ham RM
## 1172 Sub 18 Zenit Sub
## 1173 NA Watford RS
## 1174 RCM 8 Southampton LCM
## 1175 NA Sassuolo
## 1176 NA FC Augsburg RB
## 1177 NA Osmanlıspor GK
## 1178 NA CSKA Moscow
## 1179 NA SD Eibar RCB
## 1180 NA UD Las Palmas
## 1181 NA Fenerbahçe GK
## 1182 NA FC Basel CAM
## 1183 NA Racing Club GK
## 1184 NA Swansea City
## 1185 NA Leicester City LB
## 1186 NA Genoa CB
## 1187 NA Olympiakos CFP LCM
## 1188 NA Stoke City RB
## 1189 NA Bayer 04
## 1190 NA Leicester City RCB
## 1191 NA EA Guingamp ST
## 1192 NA Hull City
## 1193 NA Athletic Bilbao
## 1194 NA Colo-Colo LCM
## 1195 NA LA Galaxy RCB
## 1196 NA Medipol Başakşehir ST
## 1197 NA FC St. Gallen LF
## 1198 NA KV Oostende
## 1199 NA Villarreal CF
## 1200 NA SM Caen GK
## 1201 NA AS Monaco
## 1202 Sub 19 SL Benfica LB
## 1203 NA Bor. Dortmund
## 1204 NA Medipol Başakşehir LDM
## 1205 NA Napoli
## 1206 NA Toulouse FC RCB
## 1207 NA Napoli CM
## 1208 NA Atl. Paranaense RAM
## 1209 NA Criciúma RDM
## 1210 NA Sport RCB
## 1211 NA Santos LB
## 1212 NA Internacional GK
## 1213 NA Grêmio GK
## 1214 NA Figueirense GK
## 1215 NA Palmeiras RDM
## 1216 NA A. Minas G. RDM
## 1217 NA Ponte Preta RCB
## 1218 NA Grêmio RCB
## 1219 NA Botafogo LCB
## 1220 NA Bayer 04
## 1221 NA Juventus
## 1222 NA Sporting CP
## 1223 NA PSV LW
## 1224 NA V. Guimarães RW
## 1225 NA Sporting CP
## 1226 NA Ajax GK
## 1227 NA Real Sociedad
## 1228 NA Manchester City
## 1229 NA Shakhtar Donetsk
## 1230 NA FC Porto
## 1231 NA PSG
## 1232 NA Standard Liège
## 1233 NA Fenerbahçe
## 1234 NA SV Darmstadt LCB
## 1235 Sub 4 Galatasaray Sub
## 1236 CAM 7 FC Schalke 04 CAM
## 1237 NA SC Braga
## 1238 NA Pachuca LCM
## 1239 NA Atlético Madrid
## 1240 NA SL Benfica LM
## 1241 Sub 21 Deport. Alavés Sub
## 1242 RS 13 Everton RS
## 1243 NA Fiorentina
## 1244 NA FC Nantes LCB
## 1245 NA Lanús RB
## 1246 NA Deport. Alavés CAM
## 1247 NA West Ham
## 1248 NA Milan
## 1249 NA Hertha BSC RM
## 1250 Sub 7 Nacional RB
## 1251 NA VfB Stuttgart RM
## 1252 NA SC Freiburg RM
## 1253 NA Málaga CF
## 1254 NA Sassuolo LW
## 1255 NA Ajax
## 1256 NA SD Eibar RB
## 1257 NA Genoa RCB
## 1258 NA Lanús
## 1259 NA Giron. Bordeaux RB
## 1260 NA Deport. Alavés ST
## 1261 NA U.N.A.M. RCB
## 1262 NA Independiente RM
## 1263 NA Necaxa LW
## 1264 NA Monarcas Morelia
## 1265 NA América RS
## 1266 NA Santos Laguna RCB
## 1267 NA Boca Juniors
## 1268 NA León
## 1269 NA Boca Juniors LB
## 1270 NA FC Basel LCB
## 1271 NA SC Braga LM
## 1272 Sub 6 Genoa LM
## 1273 NA Valencia CF
## 1274 NA 1. FSV Mainz 05 RM
## 1275 NA Hertha BSC RDM
## 1276 Sub 22 U.N.A.M. ST
## 1277 NA Inter
## 1278 NA RCD Espanyol
## 1279 NA LOSC Lille RM
## 1280 NA Valencia CF
## 1281 NA RSC Anderlecht RCM
## 1282 NA Valencia CF
## 1283 NA FC Porto
## 1284 NA VfL Wolfsburg LB
## 1285 NA Boavista RW
## 1286 NA FC Augsburg RDM
## 1287 NA Hull City RM
## 1288 NA SC Freiburg LM
## 1289 ST 9 AS Saint-Étienne ST
## 1290 NA Ind. Santa Fe CAM
## 1291 NA Milan
## 1292 NA Sunderland
## 1293 NA Newcastle Utd
## 1294 NA SC Braga RCB
## 1295 NA Club Brugge RCB
## 1296 NA SD Eibar
## 1297 NA Roma LM
## 1298 NA Eint. Frankfurt
## 1299 NA Bor. M'gladbach
## 1300 Sub 9 SC Braga Sub
## 1301 LCB 22 1899 Hoffenheim LCB
## 1302 NA Atlético Madrid
## 1303 NA U.N.A.M.
## 1304 NA RC Deportivo
## 1305 NA Eint. Frankfurt RCM
## 1306 NA Toulouse FC LCB
## 1307 NA CD Leganés RCB
## 1308 NA Sassuolo RCM
## 1309 NA Middlesbrough LCM
## 1310 NA Sunderland RM
## 1311 NA Wolves CDM
## 1312 NA Watford
## 1313 NA SC Braga
## 1314 NA Ajax RW
## 1315 NA PAOK LM
## 1316 NA Levante UD ST
## 1317 NA LOSC Lille CAM
## 1318 NA Trabzonspor RB
## 1319 NA Olym. Lyonnais
## 1320 LM 2 Milan LB
## 1321 NA Ajax LW
## 1322 NA 1. FSV Mainz 05
## 1323 NA Club Brugge LCB
## 1324 NA Milan
## 1325 NA Southampton RCM
## 1326 NA Liverpool
## 1327 Sub 25 Trabzonspor RDM
## 1328 NA RC Deportivo LM
## 1329 NA Sunderland GK
## 1330 RF 9 RB Leipzig RS
## 1331 NA FC Nantes LS
## 1332 NA FC Krasnodar RCM
## 1333 NA Sampdoria
## 1334 NA EA Guingamp RCB
## 1335 NA Bor. M'gladbach
## 1336 NA Stoke City
## 1337 RB 4 PSV RB
## 1338 NA Birmingham City
## 1339 NA Dijon FCO GK
## 1340 NA Chelsea
## 1341 NA Boca Juniors RCB
## 1342 NA Brighton RM
## 1343 Sub 16 Real Betis LM
## 1344 RM 18 FC Basel LM
## 1345 NA VfL Wolfsburg
## 1346 NA Trabzonspor LM
## 1347 NA FC Barcelona
## 1348 NA Levante UD CAM
## 1349 NA CD Leganés
## 1350 Sub 21 Eint. Frankfurt RWB
## 1351 NA FC Augsburg RCB
## 1352 NA Real Betis RWB
## 1353 LCB 4 FC Augsburg LCB
## 1354 LB 10 Burnley LB
## 1355 NA 1899 Hoffenheim
## 1356 NA Chicago Fire CAM
## 1357 NA Inter RDM
## 1358 NA CD Leganés
## 1359 NA Galatasaray LB
## 1360 NA Everton
## 1361 NA 1899 Hoffenheim
## 1362 NA Feyenoord RW
## 1363 NA Shakhtar Donetsk
## 1364 NA Club Brugge CAM
## 1365 NA West Ham
## 1366 NA CD Leganés LDM
## 1367 NA Galatasaray RM
## 1368 NA SD Eibar
## 1369 NA LOSC Lille LM
## 1370 Sub 23 Bursaspor GK
## 1371 NA Deport. Alavés LM
## 1372 NA Giron. Bordeaux LCB
## 1373 NA Norwich LCB
## 1374 NA CA Osasuna RM
## 1375 NA CSKA Moscow
## 1376 NA Real Sociedad RCB
## 1377 RCB 3 Pachuca LCB
## 1378 NA Bor. M'gladbach
## 1379 NA Club Brugge
## 1380 NA Angers SCO
## 1381 NA VfL Wolfsburg
## 1382 Sub 7 Monterrey LCM
## 1383 NA Real Betis
## 1384 NA Swansea City
## 1385 NA Werder Bremen GK
## 1386 NA Fiorentina
## 1387 NA Osmanlıspor LM
## 1388 NA Bournemouth
## 1389 NA Bologna
## 1390 NA Bursaspor RM
## 1391 Sub 20 Atl. Nacional CM
## 1392 ST 9 Colo-Colo LS
## 1393 NA Everton GK
## 1394 NA FC Augsburg
## 1395 NA Fulham RCM
## 1396 RF 13 Huddersfield LDM
## 1397 NA Konyaspor LCB
## 1398 NA Deport. Alavés RCB
## 1399 NA Fiorentina
## 1400 Sub 13 Leeds United LCB
## 1401 NA Burnley RS
## 1402 NA SL Benfica
## 1403 NA FC Ingolstadt
## 1404 NA Frosinone GK
## 1405 ST 19 FC Schalke 04 ST
## 1406 NA West Ham
## 1407 NA Crystal Palace
## 1408 NA Hannover 96 RDM
## 1409 NA CD Leganés GK
## 1410 NA 1. FC Köln RM
## 1411 NA Stoke City
## 1412 NA OGC Nice
## 1413 NA VfL Wolfsburg
## 1414 NA Rubin Kazan
## 1415 NA Swansea City
## 1416 NA Tigres
## 1417 NA CSKA Moscow LB
## 1418 NA Zenit RW
## 1419 NA Colo-Colo
## 1420 NA Hertha BSC RB
## 1421 NA Antalyaspor
## 1422 NA FC Ingolstadt RM
## 1423 NA Anzhi Makhachkala RCB
## 1424 NA Stade Rennais LDM
## 1425 NA 1. FC Köln RCB
## 1426 NA Çaykur Rizespor ST
## 1427 NA San Lorenzo LCB
## 1428 NA Hull City
## 1429 NA Bor. M'gladbach RB
## 1430 NA Olym. Marseille
## 1431 NA Watford
## 1432 Sub 12 Empoli GK
## 1433 NA West Ham LB
## 1434 NA Inter
## 1435 NA 1. FSV Mainz 05 LDM
## 1436 NA Southampton
## 1437 NA Melbourne City ST
## 1438 RM 21 Toulouse FC RM
## 1439 LM 20 Fenerbahçe LM
## 1440 ST 17 Aston Villa ST
## 1441 NA Watford LCB
## 1442 NA UD Las Palmas
## 1443 RAM 20 FC Basel RAM
## 1444 NA RSC Anderlecht CAM
## 1445 NA Chievo Verona LS
## 1446 NA Orlando Pirates RCM
## 1447 NA FC Metz ST
## 1448 NA Fenerbahçe
## 1449 NA Panathinaikos LM
## 1450 NA Lokomotiv Moscow
## 1451 NA PSV LCM
## 1452 NA FC Schalke 04
## 1453 Sub 22 Newcastle Utd RM
## 1454 NA Sunderland LM
## 1455 NA RC Deportivo
## 1456 NA Antalyaspor LCB
## 1457 NA Milan
## 1458 LCB 2 Legia Warszawa LCB
## 1459 NA Zenit LCM
## 1460 NA River Plate
## 1461 Sub 6 FC Basel RB
## 1462 NA Inter
## 1463 NA FC Nantes
## 1464 Sub 2 Sunderland RCB
## 1465 NA Fenerbahçe
## 1466 NA NYCFC LCM
## 1467 RB 2 Sevilla FC RB
## 1468 NA Kaizer Chiefs RM
## 1469 NA Atalanta
## 1470 NA Marítimo GK
## 1471 NA VfB Stuttgart ST
## 1472 NA SC Freiburg
## 1473 Sub 13 Stade Rennais LS
## 1474 Sub 8 1. FSV Mainz 05 RDM
## 1475 NA Werder Bremen RM
## 1476 NA Leicester City LM
## 1477 LCB 3 Newcastle Utd LCB
## 1478 NA Hamburger SV
## 1479 NA Fiorentina
## 1480 NA FC Augsburg LM
## 1481 RS 9 Free Agents RS
## 1482 RCM 8 Hamburger SV LDM
## 1483 NA Beşiktaş
## 1484 NA RC Deportivo LB
## 1485 NA FC Seoul LS
## 1486 Sub 15 Galatasaray Sub
## 1487 NA Hertha BSC
## 1488 NA SM Caen RCB
## 1489 NA VfB Stuttgart LB
## 1490 NA Leeds United CAM
## 1491 NA BSC Young Boys
## 1492 NA Olympiakos CFP
## 1493 NA SD Eibar CAM
## 1494 NA Stoke City LB
## 1495 NA RCD Espanyol
## 1496 NA Rubin Kazan
## 1497 NA Real Sociedad
## 1498 NA EA Guingamp LCM
## 1499 NA SV Darmstadt RM
## 1500 Sub 11 Hannover 96 ST
## 1501 NA AS Monaco
## 1502 NA Stade Rennais LB
## 1503 Sub 13 FC Ufa Sub
## 1504 NA Hertha BSC
## 1505 NA 1860 München LW
## 1506 NA Beşiktaş
## 1507 NA Sassuolo
## 1508 NA Suwon Bluewings LM
## 1509 ST 17 Toronto FC RS
## 1510 NA Club Brugge ST
## 1511 RCM 16 NY Red Bulls RAM
## 1512 NA Udinese
## 1513 CM 16 Free Agents CM
## 1514 NA Málaga CF LM
## 1515 NA Villarreal CF
## 1516 NA RC Deportivo
## 1517 NA Crystal Palace RCB
## 1518 NA Valencia CF
## 1519 NA Sampdoria
## 1520 Sub 1 Sheffield Wed GK
## 1521 Sub 16 1. FSV Mainz 05 GK
## 1522 NA Real Sociedad
## 1523 NA América LCB
## 1524 NA UD Las Palmas
## 1525 NA Spartak Moscow RB
## 1526 NA Torino
## 1527 LM 11 Olympiakos CFP RW
## 1528 NA Celtic LW
## 1529 NA Atalanta LCB
## 1530 NA KAA Gent RF
## 1531 NA Trabzonspor ST
## 1532 Sub 6 FC Krasnodar Sub
## 1533 NA FC Orenburg
## 1534 NA Lokomotiv Moscow LM
## 1535 NA Feyenoord GK
## 1536 NA Medipol Başakşehir LM
## 1537 NA Chievo Verona
## 1538 NA Club Brugge RW
## 1539 NA Grasshopper CAM
## 1540 NA Chelsea
## 1541 NA SM Caen LCM
## 1542 NA Montpellier HSC RDM
## 1543 NA Santos Laguna GK
## 1544 NA Olym. Marseille LCB
## 1545 LDM 26 West Brom CAM
## 1546 NA FC Ingolstadt RCB
## 1547 Sub 20 San Lorenzo LCM
## 1548 NA Newcastle Utd
## 1549 NA U.N.A.M. RCM
## 1550 NA Rayo Vallecano RDM
## 1551 NA Colo-Colo CB
## 1552 NA 1899 Hoffenheim
## 1553 LW 19 América LS
## 1554 Sub 16 Stade Rennais RDM
## 1555 NA Hamburger SV
## 1556 NA OGC Nice CDM
## 1557 NA BSC Young Boys LS
## 1558 Sub 27 Cruz Azul GK
## 1559 NA Stoke City LDM
## 1560 Sub 12 FC Ufa Sub
## 1561 NA Swansea City
## 1562 NA SC Bastia GK
## 1563 NA Toluca LCM
## 1564 NA Crystal Palace RCM
## 1565 NA Werder Bremen
## 1566 CAM 14 Norwich LM
## 1567 NA Arsenal Tula GK
## 1568 NA Perth Glory LM
## 1569 NA Real Betis
## 1570 NA Villarreal CF GK
## 1571 Sub 18 Medipol Başakşehir RCB
## 1572 RCB 5 Chievo Verona RCB
## 1573 NA River Plate LDM
## 1574 NA Olympiakos CFP
## 1575 Sub 7 West Brom RDM
## 1576 Sub 21 FC Basel Sub
## 1577 NA Milan
## 1578 NA Bologna RCB
## 1579 NA Hellas Verona ST
## 1580 NA Bari RW
## 1581 NA SC Heerenveen CDM
## 1582 NA Deport. Alavés
## 1583 NA Fenerbahçe LB
## 1584 NA Beşiktaş
## 1585 NA Cagliari LS
## 1586 NA Celtic
## 1587 NA Gimnàstic RS
## 1588 CB 4 West Brom RCB
## 1589 NA Bournemouth GK
## 1590 NA Sassuolo CDM
## 1591 NA Swansea City RM
## 1592 NA 1. FC Köln LDM
## 1593 NA Sunderland
## 1594 NA Club Brugge GK
## 1595 NA Torino
## 1596 NA Djurgårdens IF RCB
## 1597 Sub 19 West Ham Sub
## 1598 Sub 22 Real Salt Lake GK
## 1599 NA Chievo Verona RCB
## 1600 NA Everton
## 1601 NA Sassuolo LCB
## 1602 NA Valencia CF
## 1603 NA V. Guimarães LW
## 1604 LCB 3 Málaga CF LCB
## 1605 NA Málaga CF
## 1606 NA Marítimo RCB
## 1607 Sub 18 Málaga CF Sub
## 1608 LAM 19 Atalanta LCM
## 1609 NA Palmeiras LCB
## 1610 NA Vitória RS
## 1611 NA Santa Cruz ST
## 1612 NA Criciúma RAM
## 1613 NA Santos CAM
## 1614 NA Santa Cruz CAM
## 1615 NA Joinville RDM
## 1616 NA Goiás RCB
## 1617 NA Vitória RCB
## 1618 NA São Paulo RB
## 1619 NA Grêmio LB
## 1620 NA Ponte Preta GK
## 1621 NA Cruzeiro CAM
## 1622 NA Chapecoense LAM
## 1623 NA Grêmio RDM
## 1624 NA Fluminense RDM
## 1625 NA Palmeiras RCB
## 1626 NA Internacional LCB
## 1627 NA Grêmio LCB
## 1628 NA Atl. Paranaense RB
## 1629 NA Coritiba LB
## 1630 NA A. Minas G. GK
## 1631 NA PSV RW
## 1632 NA Osmanlıspor RM
## 1633 NA 1. FSV Mainz 05 LS
## 1634 NA Shakhtar Donetsk CAM
## 1635 Sub 13 Ajax ST
## 1636 NA Bayer 04 RB
## 1637 RW 10 Bor. Dortmund RW
## 1638 NA Olym. Lyonnais
## 1639 LM 14 Udinese LCM
## 1640 NA SL Benfica
## 1641 NA PSG
## 1642 NA Zenit
## 1643 NA CA Osasuna
## 1644 NA Bor. Dortmund
## 1645 Sub 21 Guadalajara RDM
## 1646 NA FC Porto
## 1647 NA Boca Juniors RW
## 1648 NA Sampdoria CM
## 1649 NA Marítimo CDM
## 1650 NA Stade Rennais
## 1651 NA Milan LCM
## 1652 NA Konyaspor RM
## 1653 NA Sanfrecce Hiroshima RCM
## 1654 NA Toulouse FC RDM
## 1655 NA Giron. Bordeaux
## 1656 NA Bologna
## 1657 NA Marítimo LCB
## 1658 NA Ulsan Hyundai
## 1659 NA River Plate RS
## 1660 NA KAA Gent GK
## 1661 NA Villarreal CF
## 1662 NA Al Hilal ST
## 1663 NA Valencia CF
## 1664 NA Sevilla FC LCB
## 1665 NA CD Leganés LB
## 1666 NA Real Betis
## 1667 NA Valencia CF RW
## 1668 NA UD Las Palmas RM
## 1669 NA Stade de Reims RM
## 1670 NA Deport. Alavés RM
## 1671 NA Aston Villa
## 1672 NA SC Braga RDM
## 1673 NA San Lorenzo RM
## 1674 NA SC Braga
## 1675 NA SC Braga RM
## 1676 NA San Lorenzo CDM
## 1677 Sub 23 Bologna Sub
## 1678 Sub 28 FC Krasnodar LCM
## 1679 NA Udinese RCM
## 1680 LB 3 Hull City LB
## 1681 NA Bayer 04
## 1682 NA Olym. Lyonnais
## 1683 NA Newcastle Utd
## 1684 NA KRC Genk
## 1685 NA Kayserispor CAM
## 1686 NA Granada CF RCB
## 1687 NA Estudiantes RCB
## 1688 NA Cruz Azul ST
## 1689 NA Tigres
## 1690 NA River Plate
## 1691 NA River Plate LB
## 1692 NA América RCB
## 1693 Sub 17 Tigres LM
## 1694 NA Ind. Santa Fe CB
## 1695 NA Monterrey
## 1696 NA Levante UD
## 1697 Sub 23 Southampton Sub
## 1698 NA Shakhtar Donetsk ST
## 1699 NA FC Porto
## 1700 NA V. Guimarães
## 1701 NA PSV
## 1702 NA Milan
## 1703 NA West Ham
## 1704 NA Tijuana RM
## 1705 NA VfL Wolfsburg RDM
## 1706 Sub 3 Cruz Azul RCB
## 1707 Sub 12 Deportivo Cali GK
## 1708 NA Sampdoria
## 1709 NA Genoa RCM
## 1710 NA LOSC Lille
## 1711 NA Celta Vigo
## 1712 NA Sporting Gijón
## 1713 NA Hamburger SV
## 1714 NA FC Basel RM
## 1715 NA AZ LB
## 1716 NA Galatasaray
## 1717 NA Málaga CF LDM
## 1718 NA CD Leganés
## 1719 NA Guadalajara LDM
## 1720 RS 10 Free Agents RS
## 1721 NA Sporting KC LW
## 1722 NA Chelsea
## 1723 NA Real Valladolid GK
## 1724 NA Palermo
## 1725 NA Hull City
## 1726 RM 20 Free Agents RM
## 1727 NA CSKA Moscow
## 1728 NA RC Deportivo RCB
## 1729 NA Swansea City
## 1730 NA CD Leganés LCB
## 1731 RW 11 Tigres CAM
## 1732 NA Derby County
## 1733 NA Shakhtar Donetsk
## 1734 NA Shakhtar Donetsk
## 1735 NA Crystal Palace CDM
## 1736 NA Kaizer Chiefs CM
## 1737 NA BSC Young Boys GK
## 1738 NA Middlesbrough RCB
## 1739 Sub 12 Olympiakos CFP GK
## 1740 NA UD Las Palmas
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## 1805 Sub 6 Uni. Católica RW
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## 1807 LCB 18 Uni. de Chile LCB
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## 1828 NA PAOK RDM
## 1829 NA Çaykur Rizespor
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## 1831 NA Bor. Dortmund
## 1832 NA 1. FC Köln RS
## 1833 NA FC Schalke 04
## 1834 NA FC Augsburg
## 1835 RB 3 Hull City RB
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## 1837 NA AS Saint-Étienne RCB
## 1838 RB 14 Hull City RB
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## 1841 NA Hertha BSC
## 1842 NA Guadalajara LM
## 1843 NA CA Osasuna RCB
## 1844 NA UD Las Palmas LB
## 1845 RDM 17 Cagliari CM
## 1846 NA Fenerbahçe ST
## 1847 NA EA Guingamp RW
## 1848 NA BSC Young Boys
## 1849 NA Granada CF CB
## 1850 NA Middlesbrough LB
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## 1852 Sub 30 Trabzonspor RM
## 1853 Sub 12 Uni. Católica GK
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## 1857 NA West Brom LDM
## 1858 NA 1. FSV Mainz 05 LB
## 1859 NA FC Twente LW
## 1860 NA San Lorenzo
## 1861 NA Granada CF LWB
## 1862 NA Kayserispor
## 1863 NA Cagliari RS
## 1864 Sub 8 Hull City ST
## 1865 Sub 2 Free Agents Sub
## 1866 NA SM Caen LW
## 1867 NA Granada CF LCM
## 1868 NA Fulham LW
## 1869 NA 1. FSV Mainz 05
## 1870 NA West Brom RM
## 1871 NA Sporting CP
## 1872 NA Belgrano CAM
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## 1876 LM 23 Spartak Moscow LB
## 1877 Sub 20 Tigres RDM
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## 1879 NA Swansea City RB
## 1880 NA Lazio
## 1881 NA Feyenoord LCB
## 1882 NA Crystal Palace RB
## 1883 RB 4 Werder Bremen RB
## 1884 NA Crystal Palace LB
## 1885 RCB 5 Aston Villa RCB
## 1886 NA FC Sion RW
## Club_Kit Club_Joining Contract_Expiry Rating Height Weight
## 1 7 07/01/2009 2021 94 185 cm 80 kg
## 2 10 07/01/2004 2018 93 170 cm 72 kg
## 3 11 07/01/2013 2021 92 174 cm 68 kg
## 4 9 07/11/2014 2021 92 182 cm 85 kg
## 5 1 07/01/2011 2021 92 193 cm 92 kg
## 6 1 07/01/2011 2019 90 193 cm 82 kg
## 7 9 07/01/2014 2021 90 185 cm 79 kg
## 8 11 09/02/2013 2022 90 183 cm 74 kg
## 9 9 07/01/2016 2017 90 195 cm 95 kg
## 10 13 07/26/2011 2019 89 199 cm 91 kg
## 11 17 07/14/2011 2021 89 192 cm 90 kg
## 12 10 07/01/2012 2020 89 173 cm 74 kg
## 13 19 08/01/2012 2020 89 174 cm 65 kg
## 14 11 09/02/2013 2018 89 180 cm 76 kg
## 15 9 07/26/2016 2021 89 184 cm 92 kg
## 16 2 07/01/2012 2020 89 183 cm 79 kg
## 17 4 08/01/2005 2020 89 183 cm 75 kg
## 18 10 07/28/2011 2020 89 173 cm 70 kg
## 19 6 08/09/2016 2021 88 191 cm 84 kg
## 20 7 07/29/2014 2021 88 176 cm 67 kg
## 21 17 08/30/2015 2021 88 181 cm 68 kg
## 22 11 07/01/2012 2019 88 182 cm 76 kg
## 23 7 07/10/2014 2018 88 169 cm 62 kg
## 24 8 07/17/2014 2022 88 182 cm 78 kg
## 25 2 08/01/2010 2019 88 185 cm 73 kg
## 26 5 07/01/2016 2021 88 191 cm 92 kg
## 27 1 08/01/2012 2022 88 188 cm 82 kg
## 28 3 07/01/2005 2018 88 187 cm 84 kg
## 29 21 11/01/2002 2018 88 170 cm 66 kg
## 30 3 07/01/2007 2017 88 188 cm 81 kg
## 31 33 06/29/2015 2019 88 196 cm 90 kg
## 32 1 07/01/2001 2018 88 192 cm 91 kg
## 33 8 07/01/2002 2018 88 171 cm 68 kg
## 34 13 07/17/2014 2021 87 189 cm 87 kg
## 35 10 07/22/2014 2020 87 180 cm 75 kg
## 36 17 07/04/2013 2020 87 187 cm 80 kg
## 37 19 07/01/2010 2021 87 190 cm 85 kg
## 38 23 07/28/2015 2019 87 180 cm 75 kg
## 39 4 06/24/2014 2021 87 184 cm 78 kg
## 40 21 07/14/2010 2019 87 173 cm 67 kg
## 41 1 07/01/2012 2019 87 193 cm 89 kg
## 42 3 07/01/2008 2019 87 193 cm 85 kg
## 43 10 08/28/2009 2018 87 180 cm 80 kg
## 44 21 07/01/2015 2020 86 177 cm 74 kg
## 45 6 07/01/2012 2021 86 165 cm 60 kg
## 46 27 02/10/2010 2021 86 180 cm 76 kg
## 47 22 07/06/2016 2020 86 177 cm 75 kg
## 48 1 01/01/2012 2018 86 190 cm 83 kg
## 49 25 08/10/2008 2021 86 186 cm 75 kg
## 50 5 09/01/2008 2021 86 189 cm 76 kg
## 51 6 07/14/2013 2019 86 174 cm 70 kg
## 52 18 07/01/2012 2020 86 170 cm 68 kg
## 53 10 01/30/2013 2022 86 171 cm 68 kg
## 54 11 08/06/2015 2019 86 180 cm 75 kg
## 55 19 07/15/2014 2019 86 188 cm 85 kg
## 56 9 07/16/2013 2018 86 184 cm 71 kg
## 57 4 01/07/2014 2020 86 176 cm 65 kg
## 58 12 01/01/2007 2020 86 174 cm 75 kg
## 59 8 06/01/2007 2020 86 180 cm 75 kg
## 60 25 07/03/2015 2018 86 186 cm 78 kg
## 61 9 07/01/2009 2019 86 187 cm 79 kg
## 62 4 07/01/2014 2019 86 175 cm 74 kg
## 63 7 07/01/2007 2018 86 170 cm 72 kg
## 64 19 08/07/2012 2018 86 168 cm 66 kg
## 65 15 01/01/2011 2018 86 187 cm 88 kg
## 66 10 07/01/2010 2022 85 188 cm 86 kg
## 67 10 07/01/2009 2019 85 175 cm 73 kg
## 68 1 08/04/2014 2020 85 185 cm 78 kg
## 69 10 07/30/2014 2019 85 190 cm 94 kg
## 70 23 08/30/2013 2018 85 180 cm 76 kg
## 71 8 07/01/2016 2020 85 180 cm 80 kg
## 72 4 07/08/2015 2020 85 187 cm 91 kg
## 73 22 08/28/2013 2020 85 175 cm 75 kg
## 74 5 07/01/2016 2021 85 180 cm 72 kg
## 75 8 01/25/2014 2018 85 170 cm 63 kg
## 76 8 08/29/2012 2021 85 190 cm 81 kg
## 77 11 01/29/2017 2021 85 175 cm 77 kg
## 78 14 07/01/2013 2018 85 169 cm 61 kg
## 79 25 07/01/2013 2019 85 186 cm 85 kg
## 80 17 07/01/2007 2020 85 183 cm 79 kg
## 81 14 07/01/2011 2018 85 175 cm 70 kg
## 82 16 07/11/2011 2021 85 188 cm 93 kg
## 83 6 07/07/2010 2020 85 186 cm 75 kg
## 84 3 07/29/2015 2019 85 182 cm 77 kg
## 85 4 08/22/2008 2019 85 193 cm 85 kg
## 86 4 10/01/2012 2020 84 189 cm 85 kg
## 87 10 07/10/2015 2022 84 180 cm 66 kg
## 88 2 07/05/2013 2020 84 173 cm 73 kg
## 89 26 01/11/2014 2020 84 179 cm 62 kg
## 90 5 07/01/2011 2020 84 191 cm 78 kg
## 91 9 07/09/2013 2021 84 181 cm 75 kg
## 92 24 07/01/2010 2019 84 163 cm 59 kg
## 93 22 07/03/2013 2018 84 176 cm 74 kg
## 94 6 01/01/2011 2019 84 178 cm 74 kg
## 95 44 08/26/2014 2019 84 189 cm 83 kg
## 96 1 01/24/2012 2019 84 191 cm 84 kg
## 97 30 08/20/2015 2020 84 183 cm 81 kg
## 98 20 08/30/2016 2021 84 184 cm 82 kg
## 99 21 01/15/2014 2019 84 194 cm 84 kg
## 100 12 08/21/2015 2020 84 181 cm 76 kg
## 101 25 07/06/2016 2020 84 190 cm 80 kg
## 102 11 07/01/2015 2020 84 170 cm 65 kg
## 103 6 07/16/2013 2018 84 186 cm 78 kg
## 104 23 07/01/2016 2020 84 173 cm 68 kg
## 105 21 07/01/2005 2020 84 184 cm 73 kg
## 106 44 09/01/2015 2020 84 186 cm 81 kg
## 107 30 08/31/2016 2019 84 189 cm 84 kg
## 108 6 07/01/2015 2019 84 189 cm 93 kg
## 109 4 07/01/2007 2020 84 187 cm 82 kg
## 110 1 07/01/2011 2020 84 196 cm 95 kg
## 111 1 06/30/2014 2022 84 189 cm 87 kg
## 112 19 07/06/2016 2020 84 174 cm 71 kg
## 113 4 08/26/2014 2019 84 190 cm 96 kg
## 114 30 07/01/2016 2019 84 185 cm 82 kg
## 115 23 07/01/2016 2018 84 172 cm 68 kg
## 116 7 07/06/2015 2020 84 177 cm 76 kg
## 117 14 08/01/2010 2019 84 174 cm 73 kg
## 118 20 07/01/2012 2017 84 182 cm 78 kg
## 119 42 07/02/2010 2017 84 189 cm 90 kg
## 120 3 07/01/2016 2020 83 187 cm 77 kg
## 121 24 07/01/2013 2018 83 185 cm 80 kg
## 122 7 07/16/2016 2021 83 168 cm 68 kg
## 123 1 01/01/2017 2022 83 189 cm 80 kg
## 124 6 08/28/2016 2021 83 179 cm 73 kg
## 125 21 07/21/2016 2021 83 188 cm 84 kg
## 126 5 07/19/2013 2019 83 183 cm 75 kg
## 127 70 07/10/2015 2020 83 181 cm 77 kg
## 128 14 01/01/2011 2020 83 187 cm 83 kg
## 129 38 07/01/2011 2021 83 183 cm 80 kg
## 130 7 07/14/2015 2020 83 170 cm 69 kg
## 131 23 01/03/2017 2021 83 187 cm 72 kg
## 132 11 07/06/2015 2020 83 181 cm 76 kg
## 133 5 08/20/2014 2019 83 187 cm 80 kg
## 134 26 07/01/2014 2019 83 195 cm 89 kg
## 135 22 07/02/2015 2022 83 188 cm 83 kg
## 136 1 07/01/2011 2019 83 192 cm 90 kg
## 137 14 07/11/2013 2021 83 184 cm 80 kg
## 138 20 07/03/2013 2020 83 184 cm 79 kg
## 139 1 06/11/2010 2020 83 184 cm 81 kg
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## 141 32 07/01/2016 2020 83 195 cm 90 kg
## 142 7 02/02/2015 2019 83 179 cm 71 kg
## 143 10 07/01/2015 2020 83 176 cm 67 kg
## 144 1 07/01/2014 2019 83 187 cm 85 kg
## 145 10 08/01/2016 2020 82 176 cm 75 kg
## 146 21 06/26/2014 2018 83 182 cm 73 kg
## 147 10 08/01/2011 2019 83 187 cm 78 kg
## 148 12 07/01/2010 2019 83 193 cm 90 kg
## 149 11 08/20/2015 2019 83 167 cm 62 kg
## 150 5 09/01/2014 2019 83 181 cm 75 kg
## 151 38 07/01/2015 2019 83 187 cm 85 kg
## 152 99 01/01/2017 2020 83 179 cm 67 kg
## 153 15 07/09/2015 2020 83 190 cm 75 kg
## 154 8 06/13/2008 2018 83 183 cm 76 kg
## 155 5 07/01/2010 2018 83 182 cm 75 kg
## 156 21 07/01/2011 2018 83 187 cm 83 kg
## 157 7 07/11/2013 2020 83 178 cm 73 kg
## 158 23 01/01/2007 2020 83 175 cm 69 kg
## 159 28 08/24/2012 2020 83 178 cm 75 kg
## 160 10 02/03/2015 2019 83 164 cm 59 kg
## 161 27 07/01/2015 2021 83 187 cm 84 kg
## 162 17 07/01/2015 2019 83 190 cm 86 kg
## 163 20 07/01/2014 2021 83 172 cm 73 kg
## 164 12 06/26/2012 2020 83 192 cm 88 kg
## 165 1 06/01/2006 2022 83 190 cm 84 kg
## 166 1 07/01/2014 2019 83 183 cm 79 kg
## 167 10 09/12/2014 2019 83 181 cm 75 kg
## 168 21 07/30/2016 2020 83 173 cm 70 kg
## 169 1 08/25/2016 2020 83 184 cm 80 kg
## 170 26 07/01/2010 2018 83 184 cm 78 kg
## 171 5 07/01/2012 2019 83 189 cm 88 kg
## 172 1 07/13/2015 2019 83 200 cm 83 kg
## 173 29 07/01/2016 2018 83 198 cm 91 kg
## 174 15 01/02/2013 2019 83 180 cm 76 kg
## 175 23 01/20/2017 2019 83 187 cm 81 kg
## 176 24 08/31/2016 2020 83 188 cm 77 kg
## 177 10 08/24/2011 2019 83 175 cm 75 kg
## 178 24 01/16/2012 2019 83 193 cm 86 kg
## 179 5 08/10/2016 2019 83 182 cm 91 kg
## 180 3 08/07/2007 2019 83 170 cm 70 kg
## 181 1 06/01/2011 2021 83 185 cm 76 kg
## 182 20 08/01/2012 2019 83 175 cm 73 kg
## 183 21 07/01/2016 2018 83 178 cm 74 kg
## 184 21 05/24/2006 2019 83 196 cm 91 kg
## 185 20 01/01/2011 2018 83 180 cm 72 kg
## 186 10 01/22/2013 2018 83 170 cm 72 kg
## 187 17 07/05/2016 2019 83 175 cm 66 kg
## 188 26 07/01/2011 2018 83 182 cm 74 kg
## 189 10 08/31/2004 2019 83 176 cm 83 kg
## 190 16 07/01/2002 2017 83 184 cm 83 kg
## 191 25 07/01/2015 2018 83 188 cm 92 kg
## 192 7 07/22/2015 2020 83 175 cm 67 kg
## 193 20 01/22/2015 2021 82 178 cm 70 kg
## 194 10 01/20/2015 2020 83 173 cm 64 kg
## 195 19 08/31/2016 2021 82 188 cm 79 kg
## 196 4 07/16/2015 2020 82 194 cm 98 kg
## 197 11 09/01/2015 2019 82 184 cm 76 kg
## 198 20 02/02/2015 2022 82 188 cm 80 kg
## 199 1 07/01/2015 2023 82 188 cm 83 kg
## 200 11 01/26/2014 2019 82 175 cm 72 kg
## 201 19 07/01/2016 2020 82 175 cm 75 kg
## 202 17 07/02/2015 2021 82 173 cm 69 kg
## 203 22 07/16/2016 2021 82 186 cm 82 kg
## 204 14 07/01/2011 2022 82 178 cm 71 kg
## 205 23 07/12/2016 2021 82 181 cm 75 kg
## 206 15 07/20/2015 2020 82 186 cm 73 kg
## 207 15 07/08/2014 2020 82 171 cm 73 kg
## 208 1 07/01/2016 2021 82 190 cm 87 kg
## 209 24 07/01/2010 2019 82 173 cm 67 kg
## 210 17 09/01/2015 2020 82 193 cm 92 kg
## 211 1 01/31/2013 2021 82 196 cm 95 kg
## 212 21 07/01/2016 2021 82 189 cm 85 kg
## 213 7 01/01/2013 2019 82 172 cm 72 kg
## 214 11 07/09/2015 2019 82 178 cm 78 kg
## 215 15 07/08/2013 2018 82 192 cm 88 kg
## 216 9 07/01/2016 2019 82 175 cm 72 kg
## 217 29 07/01/2016 2021 82 185 cm 82 kg
## 218 3 07/30/2014 2018 82 189 cm 78 kg
## 219 21 07/17/2015 2021 82 170 cm 64 kg
## 220 21 07/30/2013 2022 82 172 cm 66 kg
## 221 19 01/26/2012 2019 82 176 cm 76 kg
## 222 4 07/03/2016 2021 82 186 cm 85 kg
## 223 44 08/28/2015 2020 82 178 cm 65 kg
## 224 6 07/27/2014 2019 82 188 cm 84 kg
## 225 17 08/16/2014 2018 82 171 cm 71 kg
## 226 17 08/03/2016 2020 82 174 cm 72 kg
## 227 6 07/01/2015 2019 82 185 cm 78 kg
## 228 34 01/13/2012 2019 82 180 cm 77 kg
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## 230 17 07/27/2016 2021 82 185 cm 85 kg
## 231 2 07/01/2015 2020 82 175 cm 67 kg
## 232 8 08/20/2013 2020 82 195 cm 88 kg
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## 234 23 08/31/2014 2018 82 172 cm 64 kg
## 235 1 07/08/2015 2020 82 189 cm 88 kg
## 236 28 01/11/2013 2017 82 172 cm 64 kg
## 237 2 07/01/2009 2021 82 183 cm 83 kg
## 238 11 07/04/2014 2019 82 174 cm 69 kg
## 239 22 08/16/2013 2018 82 187 cm 80 kg
## 240 7 07/26/2016 2020 82 172 cm 68 kg
## 241 23 07/23/2014 2020 82 186 cm 77 kg
## 242 8 07/22/2014 2019 82 175 cm 66 kg
## 243 10 09/02/2013 2020 82 192 cm 83 kg
## 244 14 06/09/2011 2020 82 182 cm 67 kg
## 245 1 07/18/2013 2019 82 190 cm 79 kg
## 246 12 09/02/2013 2020 81 187 cm 83 kg
## 247 23 07/01/2015 2019 82 190 cm 88 kg
## 248 1 08/11/2011 2018 82 190 cm 84 kg
## 249 14 06/27/2012 2020 82 192 cm 84 kg
## 250 9 07/01/2015 2020 82 193 cm 84 kg
## 251 23 02/04/2009 2019 82 177 cm 77 kg
## 252 7 08/31/2015 2018 82 175 cm 73 kg
## 253 7 06/26/2013 2018 82 175 cm 72 kg
## 254 8 08/18/2009 2019 82 185 cm 80 kg
## 255 99 01/03/2017 2019 82 186 cm 73 kg
## 256 2 01/12/2017 2021 82 185 cm 75 kg
## 257 11 08/19/2012 2018 82 182 cm 70 kg
## 258 11 07/01/2012 2018 82 177 cm 75 kg
## 259 2 06/30/2016 2021 82 195 cm 90 kg
## 260 25 06/30/2009 2018 82 181 cm 78 kg
## 261 27 07/01/2015 2020 82 172 cm 74 kg
## 262 9 07/01/2013 2018 82 177 cm 72 kg
## 263 1 07/01/2011 2019 82 187 cm 83 kg
## 264 47 09/01/2014 2018 82 189 cm 82 kg
## 265 8 07/01/2013 2018 82 170 cm 61 kg
## 266 19 08/01/2012 2019 82 185 cm 88 kg
## 267 7 06/25/2015 2017 82 170 cm 68 kg
## 268 24 12/10/2004 2018 82 181 cm 80 kg
## 269 20 07/20/2013 2018 82 178 cm 63 kg
## 270 1 06/14/2011 2017 82 188 cm 86 kg
## 271 33 07/21/2013 2020 82 190 cm 82 kg
## 272 33 08/17/2016 2019 82 189 cm 88 kg
## 273 14 07/01/2011 2018 82 180 cm 74 kg
## 274 13 08/13/2014 2018 82 196 cm 89 kg
## 275 11 07/01/2013 2019 82 174 cm 69 kg
## 276 10 09/02/2014 2020 82 165 cm 68 kg
## 277 2 08/03/2012 2017 82 182 cm 79 kg
## 278 1 01/01/2011 2019 82 182 cm 87 kg
## 279 10 07/01/2014 2017 82 186 cm 83 kg
## 280 25 07/01/2013 2018 82 179 cm 67 kg
## 281 7 07/01/2014 2017 82 175 cm 69 kg
## 282 26 07/08/2016 2018 82 183 cm 78 kg
## 283 4 08/31/2011 2018 82 198 cm 90 kg
## 284 21 01/26/2017 2018 82 174 cm 76 kg
## 285 14 08/29/2014 2017 82 183 cm 80 kg
## 286 16 08/31/2006 2017 82 188 cm 74 kg
## 287 21 07/06/2015 2023 82 177 cm 68 kg
## 288 1 07/12/2015 2017 82 185 cm 84 kg
## 289 7 07/01/2016 2021 81 178 cm 67 kg
## 290 8 08/01/2013 2020 81 181 cm 78 kg
## 291 77 07/01/2016 2019 81 181 cm 68 kg
## 292 10 07/01/2011 2019 81 183 cm 75 kg
## 293 25 05/11/2013 2019 81 195 cm 95 kg
## 294 25 07/01/2012 2019 81 183 cm 72 kg
## 295 8 01/18/2017 2021 81 180 cm 72 kg
## 296 19 07/01/2015 2020 81 182 cm 67 kg
## 297 25 07/02/2012 2019 81 188 cm 71 kg
## 298 8 07/02/2013 2018 81 189 cm 79 kg
## 299 10 08/08/2014 2021 81 174 cm 70 kg
## 300 9 08/17/2015 2021 81 181 cm 72 kg
## 301 14 02/25/2012 2021 81 185 cm 75 kg
## 302 16 08/19/2015 2021 81 178 cm 77 kg
## 303 1 07/01/2012 2019 81 194 cm 88 kg
## 304 17 08/14/2013 2020 81 173 cm 73 kg
## 305 8 01/18/2014 2020 81 180 cm 65 kg
## 306 26 08/19/2015 2020 81 179 cm 70 kg
## 307 23 07/04/2016 2021 80 185 cm 78 kg
## 308 6 08/01/2011 2021 81 181 cm 77 kg
## 309 8 01/17/2015 2019 81 176 cm 70 kg
## 310 7 07/01/2015 2018 81 179 cm 73 kg
## 311 10 07/09/2013 2020 81 175 cm 70 kg
## 312 13 08/25/2016 2021 81 185 cm 83 kg
## 313 12 07/30/2016 2021 81 170 cm 68 kg
## 314 9 08/30/2016 2020 81 180 cm 73 kg
## 315 8 12/08/2010 2018 81 189 cm 76 kg
## 316 17 08/20/2015 2020 81 182 cm 73 kg
## 317 5 07/01/2016 2020 81 184 cm 73 kg
## 318 21 08/01/2016 2021 81 184 cm 74 kg
## 319 37 08/19/2016 2021 81 182 cm 77 kg
## 320 2 07/01/2008 2022 81 182 cm 74 kg
## 321 15 01/01/2013 2019 81 171 cm 70 kg
## 322 1 08/07/2015 2018 81 190 cm 80 kg
## 323 17 09/01/2014 2018 81 180 cm 72 kg
## 324 18 07/01/2009 2019 81 180 cm 76 kg
## 325 12 01/14/2015 2019 81 182 cm 90 kg
## 326 8 07/01/2008 2019 81 187 cm 75 kg
## 327 10 07/01/2011 2020 81 180 cm 75 kg
## 328 9 08/10/2015 2019 81 189 cm 85 kg
## 329 6 06/23/2014 2018 81 180 cm 80 kg
## 330 28 08/28/2016 2020 81 196 cm 78 kg
## 331 16 09/02/2013 2020 81 180 cm 72 kg
## 332 6 12/28/2010 2019 81 182 cm 75 kg
## 333 99 07/02/2015 2019 81 182 cm 77 kg
## 334 10 01/01/2008 2019 81 179 cm 75 kg
## 335 19 08/13/2013 2020 81 178 cm 70 kg
## 336 13 07/01/2015 2020 81 181 cm 80 kg
## 337 9 09/01/2016 2018 81 189 cm 88 kg
## 338 1 07/01/2008 2018 81 196 cm 84 kg
## 339 9 08/18/2015 2019 81 187 cm 80 kg
## 340 6 07/01/2010 2020 81 186 cm 77 kg
## 341 17 08/20/2016 2020 81 190 cm 83 kg
## 342 16 07/01/2014 2020 81 184 cm 75 kg
## 343 5 08/24/2013 2019 81 185 cm 80 kg
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## 345 5 07/26/2016 2021 81 175 cm 74 kg
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## 347 4 06/17/2015 2019 81 189 cm 90 kg
## 348 8 08/31/2014 2018 81 185 cm 80 kg
## 349 21 01/01/2016 2020 81 179 cm 69 kg
## 350 13 01/27/2014 2019 81 191 cm 88 kg
## 351 2 08/26/2014 2017 81 172 cm 65 kg
## 352 6 07/01/2009 2021 81 186 cm 78 kg
## 353 28 08/11/2015 2018 81 167 cm 58 kg
## 354 10 07/22/2014 2020 81 170 cm 65 kg
## 355 12 01/04/2016 2019 81 177 cm 71 kg
## 356 87 08/03/2016 2020 81 180 cm 70 kg
## 357 13 08/04/2015 2019 81 188 cm 80 kg
## 358 22 08/31/2015 2019 81 184 cm 81 kg
## 359 10 07/16/2015 2023 81 175 cm 74 kg
## 360 11 08/30/2013 2018 81 181 cm 80 kg
## 361 17 01/17/2008 2018 81 191 cm 76 kg
## 362 3 07/01/2007 2021 81 174 cm 76 kg
## 363 99 02/10/2016 2023 81 186 cm 85 kg
## 364 37 07/15/2016 2019 81 191 cm 81 kg
## 365 14 01/20/2006 2019 81 176 cm 68 kg
## 366 3 07/01/2014 2017 81 176 cm 72 kg
## 367 31 08/23/2016 2019 81 188 cm 87 kg
## 368 8 08/31/2014 2019 81 184 cm 77 kg
## 369 10 06/18/2015 2019 81 187 cm 89 kg
## 370 11 07/04/2015 2018 81 182 cm 83 kg
## 371 10 07/01/2015 2019 81 186 cm 82 kg
## 372 5 08/31/2008 2017 81 178 cm 74 kg
## 373 33 07/01/2003 2021 81 178 cm 72 kg
## 374 16 07/01/2009 2017 81 187 cm 93 kg
## 375 24 08/02/2010 2019 81 174 cm 72 kg
## 376 24 07/23/2014 2018 81 189 cm 84 kg
## 377 1 01/13/2012 2020 81 186 cm 86 kg
## 378 1 06/04/2014 2018 81 189 cm 82 kg
## 379 22 01/01/2014 2019 81 190 cm 82 kg
## 380 18 01/16/2015 2019 81 170 cm 70 kg
## 381 8 01/01/2012 2017 81 187 cm 83 kg
## 382 9 07/04/2016 2017 81 186 cm 78 kg
## 383 12 08/19/2014 2018 81 186 cm 79 kg
## 384 NA NA 81 189 cm 80 kg
## 385 10 08/26/2008 2017 81 178 cm 70 kg
## 386 26 10/28/1998 2017 81 187 cm 90 kg
## 387 9 07/01/2015 2018 81 179 cm 75 kg
## 388 5 07/17/2011 2017 81 183 cm 71 kg
## 389 77 07/01/2014 2022 80 173 cm 67 kg
## 390 19 08/02/2016 2021 80 184 cm 76 kg
## 391 33 07/01/2015 2021 81 186 cm 71 kg
## 392 18 07/01/2013 2020 80 173 cm 76 kg
## 393 6 07/01/2015 2019 80 168 cm 65 kg
## 394 11 08/01/2012 2021 80 186 cm 77 kg
## 395 57 06/22/2012 2020 80 192 cm 87 kg
## 396 14 07/01/2013 2018 80 184 cm 80 kg
## 397 19 07/01/2014 2020 80 193 cm 82 kg
## 398 27 06/27/2015 2020 80 170 cm 58 kg
## 399 29 07/01/2014 2019 80 178 cm 71 kg
## 400 19 07/06/2016 2021 80 191 cm 91 kg
## 401 32 07/01/2015 2020 80 176 cm 70 kg
## 402 19 01/01/2014 2019 80 183 cm 82 kg
## 403 19 08/29/2016 2021 80 170 cm 60 kg
## 404 20 09/03/2013 2018 80 173 cm 66 kg
## 405 24 02/04/2015 2021 80 190 cm 81 kg
## 406 13 07/01/2016 2020 80 170 cm 67 kg
## 407 2 07/01/2012 2021 80 188 cm 78 kg
## 408 9 05/01/2012 2020 81 178 cm 76 kg
## 409 22 08/30/2016 2021 80 180 cm 70 kg
## 410 10 01/07/2015 2022 80 179 cm 78 kg
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## 1861 14 06/19/2015 2018 75 178 cm 80 kg
## 1862 2 01/19/2017 2019 75 193 cm 84 kg
## 1863 25 07/01/2007 2019 75 169 cm 65 kg
## 1864 9 09/01/2014 2018 75 185 cm 73 kg
## 1865 99 02/06/2017 2020 75 178 cm 68 kg
## 1866 12 07/26/2016 2019 75 192 cm 82 kg
## 1867 8 07/09/2016 2019 75 171 cm 72 kg
## 1868 11 07/01/2016 2019 75 174 cm 68 kg
## 1869 3 07/01/2015 2018 75 190 cm 88 kg
## 1870 10 07/06/2016 2020 75 183 cm 75 kg
## 1871 4 07/01/2013 2020 75 178 cm 74 kg
## 1872 10 07/06/2016 2019 75 183 cm 75 kg
## 1873 7 07/01/2008 2018 75 186 cm 72 kg
## 1874 35 07/02/2014 2017 75 190 cm 87 kg
## 1875 3 08/26/2015 2018 75 185 cm 75 kg
## 1876 23 08/01/2010 2019 75 184 cm 73 kg
## 1877 29 01/01/2011 2020 75 174 cm 73 kg
## 1878 32 08/04/2016 2020 75 165 cm 64 kg
## 1879 26 01/22/2015 2018 75 180 cm 73 kg
## 1880 9 07/01/2014 2018 75 186 cm 80 kg
## 1881 6 07/27/2015 2018 75 186 cm 71 kg
## 1882 2 05/01/2012 2018 75 188 cm 83 kg
## 1883 23 07/01/2012 2018 75 181 cm 71 kg
## 1884 3 01/30/2017 2021 75 175 cm 67 kg
## 1885 12 08/12/2016 2020 75 181 cm 79 kg
## 1886 63 08/31/2015 2018 75 180 cm 79 kg
## Preffered_Foot Birth_Date Age Preffered_Position Work_Rate
## 1 Right 02/05/1985 32 LW/ST High / Low
## 2 Left 06/24/1987 29 RW Medium / Medium
## 3 Right 02/05/1992 25 LW High / Medium
## 4 Right 01/24/1987 30 ST High / Medium
## 5 Right 03/27/1986 31 GK Medium / Medium
## 6 Right 11/07/1990 26 GK Medium / Medium
## 7 Right 08/21/1988 28 ST High / Medium
## 8 Left 07/16/1989 27 RW High / Medium
## 9 Right 10/03/1981 35 ST Medium / Low
## 10 Left 05/11/1992 24 GK Medium / Medium
## 11 Right 09/03/1988 28 CB Medium / Medium
## 12 Right 01/07/1991 26 LW/LM High / Medium
## 13 Right 09/09/1985 31 CM/CDM High / Medium
## 14 Left 10/15/1988 28 CAM/LW Medium / Low
## 15 Right 12/10/1987 29 ST High / Medium
## 16 Right 09/22/1984 32 CB High / High
## 17 Right 03/30/1986 31 CB High / Medium
## 18 Right 06/02/1988 28 ST High / Medium
## 19 Right 03/15/1993 24 CM/CAM High / Medium
## 20 Left 03/21/1991 26 ST/LW High / Medium
## 21 Right 06/28/1991 25 CAM/RM/LM High / High
## 22 Right 05/31/1989 27 LM/CAM Medium / Medium
## 23 Right 12/19/1988 28 ST/RM High / High
## 24 Right 01/04/1990 27 CM/CDM Medium / Medium
## 25 Right 02/16/1986 31 CB Medium / High
## 26 Right 12/16/1988 28 CB High / Medium
## 27 Left 12/26/1986 30 GK Medium / Medium
## 28 Left 08/14/1984 32 CB Low / High
## 29 Right 11/11/1983 33 RB/CM Medium / High
## 30 Right 02/26/1983 34 CB Medium / High
## 31 Left 05/20/1982 34 GK Medium / Medium
## 32 Right 01/28/1978 39 GK Medium / Medium
## 33 Right 05/11/1984 32 CM High / Medium
## 34 Right 01/07/1993 24 GK Medium / Medium
## 35 Left 07/12/1991 25 CAM/RM Medium / Low
## 36 Right 06/18/1989 27 ST/RM Medium / Low
## 37 Right 05/01/1987 29 CB Low / High
## 38 Right 05/22/1987 29 CM/CDM High / High
## 39 Right 03/10/1988 29 CM Medium / Medium
## 40 Left 01/08/1986 31 CAM/LM High / Low
## 41 Right 07/14/1984 32 GK Medium / Medium
## 42 Right 02/02/1987 30 CB High / Medium
## 43 Left 01/23/1984 33 RM/RW High / Low
## 44 Left 11/15/1993 23 ST/CAM Medium / Medium
## 45 Right 11/05/1992 24 CM/CDM High / High
## 46 Left 06/24/1992 24 LB/CM High / Medium
## 47 Right 01/21/1989 28 RM/CAM High / High
## 48 Right 03/04/1992 25 GK Medium / Medium
## 49 Right 09/13/1989 27 CF/CAM/ST High / High
## 50 Right 07/16/1988 28 CDM/CM Medium / Medium
## 51 Right 04/11/1991 25 CM/CDM/LM Medium / Medium
## 52 Left 03/21/1989 28 LB High / Medium
## 53 Right 06/12/1992 24 LW/CAM High / High
## 54 Left 02/14/1988 29 RW/CAM High / Medium
## 55 Right 10/07/1988 28 ST High / Medium
## 56 Right 02/14/1987 30 ST High / High
## 57 Right 05/04/1988 28 CM/CAM High / High
## 58 Left 05/12/1988 28 LB High / Medium
## 59 Right 01/19/1986 31 CM/CDM High / High
## 60 Right 09/07/1984 32 CB Medium / Medium
## 61 Right 12/19/1987 29 ST Medium / Low
## 62 Right 05/04/1987 29 CM/CAM High / Medium
## 63 Right 04/07/1983 33 LM/LW High / Medium
## 64 Right 12/13/1984 32 CAM/CDM Medium / Medium
## 65 Right 05/08/1981 35 CB Low / High
## 66 Right 07/28/1993 23 ST High / High
## 67 Right 05/28/1991 25 ST High / Medium
## 68 Right 12/15/1986 30 GK Medium / Medium
## 69 Left 05/13/1993 23 ST Medium / Medium
## 70 Right 02/14/1992 25 CAM/LM High / Medium
## 71 Right 10/24/1990 26 CM/CDM High / Medium
## 72 Right 03/02/1989 28 CB Medium / Medium
## 73 Right 08/09/1988 28 RM/CAM High / High
## 74 Right 04/02/1990 26 CM/CDM Medium / Medium
## 75 Left 04/28/1988 28 CAM/CM Medium / Medium
## 76 Right 09/02/1988 28 CB/CDM Medium / Medium
## 77 Right 03/29/1987 30 LM/LW High / Low
## 78 Right 05/06/1987 29 LW/ST High / Low
## 79 Right 06/09/1988 28 CB Medium / Medium
## 80 Right 07/27/1987 29 CM High / Medium
## 81 Left 04/09/1987 29 CDM/CM High / High
## 82 Right 09/27/1986 30 GK Medium / Medium
## 83 Right 09/10/1985 31 CB Medium / High
## 84 Left 08/09/1985 31 LB High / Medium
## 85 Right 04/10/1986 30 CB Medium / Medium
## 86 Left 05/27/1994 22 CB Medium / Medium
## 87 Right 09/04/1993 23 LM/LW High / Medium
## 88 Right 01/11/1992 25 RB High / Medium
## 89 Left 02/21/1991 26 RM/CAM Medium / Medium
## 90 Right 04/25/1993 23 CB Medium / High
## 91 Right 02/19/1993 24 ST Medium / Low
## 92 Right 06/04/1991 25 LW High / Medium
## 93 Right 04/21/1992 24 CM/RM High / Medium
## 94 Right 01/08/1992 25 CM/RM High / High
## 95 Right 06/14/1991 25 CB Medium / High
## 96 Right 10/27/1984 32 GK Medium / Medium
## 97 Right 02/12/1988 29 CB High / High
## 98 Right 04/17/1992 24 CB Medium / High
## 99 Left 08/01/1988 28 CDM/CM Medium / High
## 100 Left 01/26/1991 26 LB/LM High / High
## 101 Right 02/03/1988 29 CB Low / Medium
## 102 Left 09/14/1990 26 LM/CAM Medium / Low
## 103 Left 02/13/1990 27 CM/CDM High / High
## 104 Left 02/23/1988 29 LM Medium / Medium
## 105 Left 06/12/1984 32 CM Medium / High
## 106 Right 02/02/1989 28 LM/CAM High / Medium
## 107 Right 04/22/1987 29 CB High / Medium
## 108 Right 04/04/1987 29 CM/CDM High / High
## 109 Right 02/29/1988 29 CB/RB Medium / Medium
## 110 Right 09/27/1988 28 GK Medium / Medium
## 111 Right 06/28/1989 27 GK Medium / Medium
## 112 Right 06/29/1988 28 CAM Medium / Medium
## 113 Right 04/17/1987 29 CB Medium / Medium
## 114 Right 03/28/1985 32 GK Medium / Medium
## 115 Right 05/06/1983 33 RB High / Low
## 116 Right 01/30/1987 30 CM/LW High / High
## 117 Right 06/08/1984 32 CB/CDM Medium / High
## 118 Right 02/11/1981 36 ST High / Medium
## 119 Right 05/13/1983 33 CM/CDM Medium / Medium
## 120 Right 04/12/1994 22 CB Medium / High
## 121 Right 01/20/1995 22 CB Medium / High
## 122 Right 03/29/1991 26 CM/CDM Medium / High
## 123 Right 05/20/1992 24 GK Medium / Medium
## 124 Right 01/19/1993 24 CM/CAM Medium / High
## 125 Right 07/30/1993 23 CM/CAM Medium / Medium
## 126 Right 05/14/1994 22 CB/RB Medium / Medium
## 127 Right 09/08/1986 30 ST Medium / Low
## 128 Right 04/07/1992 24 CDM Medium / High
## 129 Right 04/08/1990 26 RM High / High
## 130 Right 12/08/1994 22 RM/RW High / Medium
## 131 Right 09/20/1993 23 CAM/LW Medium / Low
## 132 Right 10/02/1991 25 ST/CAM High / High
## 133 Left 03/20/1990 27 CB/LB Medium / High
## 134 Right 06/20/1991 25 CB High / High
## 135 Right 09/09/1991 25 CDM Medium / High
## 136 Left 05/12/1993 23 GK Medium / Medium
## 137 Right 02/23/1992 25 CDM Medium / High
## 138 Right 11/02/1989 27 LM/RM High / High
## 139 Left 10/01/1990 26 GK Medium / Medium
## 140 Right 11/10/1992 24 GK Medium / Medium
## 141 Right 08/08/1991 25 CB Medium / Medium
## 142 Right 05/26/1988 28 RM/CAM High / Medium
## 143 Left 08/01/1987 29 ST/RW High / High
## 144 Right 04/30/1992 24 GK Medium / Medium
## 145 Right 06/03/1992 24 CM/CAM Medium / Medium
## 146 Right 08/14/1989 27 CM/CDM High / High
## 147 Right 06/20/1989 27 CM/RW High / Medium
## 148 Right 11/22/1989 27 CB Medium / High
## 149 Right 07/28/1987 29 RW/LW High / Medium
## 150 Right 08/22/1989 27 CM/LM High / Medium
## 151 Right 11/14/1990 26 GK Medium / Medium
## 152 Right 09/09/1991 25 CAM/LM Medium / High
## 153 Right 12/15/1988 28 CDM/CM Medium / Medium
## 154 Right 12/26/1990 26 CM/RM High / High
## 155 Right 08/26/1990 26 CB Medium / Medium
## 156 Right 07/21/1989 27 CB Medium / Medium
## 157 Right 02/11/1987 30 RW High / High
## 158 Right 03/15/1989 28 CM Medium / High
## 159 Right 08/28/1989 27 CB/LB Medium / Medium
## 160 Right 01/26/1987 30 CF/ST High / Medium
## 161 Right 04/14/1988 28 ST Medium / Medium
## 162 Right 05/21/1986 30 ST/LM High / High
## 163 Right 05/10/1988 28 CM High / High
## 164 Left 09/30/1986 30 ST Medium / Medium
## 165 Left 02/15/1988 29 GK Medium / Medium
## 166 Right 12/17/1988 28 GK Medium / Medium
## 167 Right 04/01/1984 32 ST High / Medium
## 168 Right 05/09/1987 29 ST Medium / Medium
## 169 Right 04/13/1983 33 GK Medium / Medium
## 170 Right 06/03/1985 31 RB/CB Medium / Medium
## 171 Left 04/24/1987 29 CB High / Medium
## 172 Right 06/20/1987 29 GK Medium / Medium
## 173 Right 09/10/1982 34 CB High / Medium
## 174 Left 09/01/1989 27 ST/RW Medium / Low
## 175 Right 12/22/1983 33 CB Medium / High
## 176 Right 10/10/1986 30 CB Medium / Medium
## 177 Right 06/26/1987 29 LM/CM/CAM High / Medium
## 178 Right 12/19/1985 31 CB Medium / Medium
## 179 Right 08/23/1984 32 CB Medium / High
## 180 Left 12/11/1984 32 LB High / Medium
## 181 Right 11/05/1986 30 GK Medium / Medium
## 182 Right 01/12/1985 32 CAM/CF Medium / Medium
## 183 Left 03/07/1987 30 CAM/ST High / Low
## 184 Right 04/19/1987 29 GK Medium / Medium
## 185 Right 01/09/1985 32 RB High / Medium
## 186 Right 06/09/1984 32 CAM Medium / Low
## 187 Right 11/17/1986 30 LW/CAM/LM High / Medium
## 188 Right 01/16/1984 33 RB/RM High / High
## 189 Right 10/24/1985 31 CAM/CM Medium / High
## 190 Right 07/24/1983 33 CDM Medium / High
## 191 Right 08/31/1982 34 GK Medium / Medium
## 192 Right 09/26/1983 33 RM/LM High / Medium
## 193 Left 01/21/1996 21 CAM/LM/LW Medium / Medium
## 194 Left 08/10/1994 22 RM/CAM Medium / Medium
## 195 Right 06/18/1988 28 ST High / High
## 196 Right 02/11/1996 21 CB Medium / Medium
## 197 Right 12/05/1995 21 LM/ST High / Low
## 198 Right 04/11/1996 20 CAM/LM High / Medium
## 199 Left 08/17/1993 23 GK Medium / Medium
## 200 Left 06/15/1992 24 RW High / Medium
## 201 Right 04/10/1992 24 RW High / Medium
## 202 Right 07/01/1991 25 RW/RM High / High
## 203 Left 02/22/1989 28 CAM/ST/CF Medium / High
## 204 Right 10/17/1991 25 CM Medium / Medium
## 205 Left 11/14/1993 23 CB High / High
## 206 Right 01/08/1991 26 CB Medium / High
## 207 Right 06/07/1989 27 CDM/CM High / High
## 208 Right 06/22/1993 23 GK Medium / Medium
## 209 Right 03/11/1991 26 RB/CM High / Medium
## 210 Right 07/08/1991 25 CB High / Medium
## 211 Right 03/10/1993 24 GK Medium / Medium
## 212 Right 10/23/1992 24 ST/LW High / High
## 213 Right 08/13/1992 24 RW/LW Medium / Medium
## 214 Right 09/29/1989 27 LM Medium / Medium
## 215 Left 08/10/1988 28 CB Medium / Medium
## 216 Right 10/15/1986 30 LW/LM High / Low
## 217 Left 09/27/1992 24 CDM/CM Medium / Medium
## 218 Right 02/05/1992 25 CB Medium / High
## 219 Right 10/01/1989 27 CM/CAM High / Low
## 220 Right 10/06/1989 27 CM/LM High / Medium
## 221 Right 12/24/1992 24 RB High / High
## 222 Right 01/29/1990 27 CDM Medium / High
## 223 Right 10/09/1990 26 CM/CDM High / High
## 224 Right 07/05/1989 27 CB High / High
## 225 Right 08/03/1987 29 CDM/CB Low / High
## 226 Right 09/26/1989 27 CDM/CM Medium / High
## 227 Left 01/25/1989 28 CB Medium / Medium
## 228 Left 08/25/1992 24 LB/CB High / Medium
## 229 Left 10/10/1991 25 RM/LM High / Medium
## 230 Right 02/20/1990 27 ST High / Medium
## 231 Right 04/05/1991 25 RB/RWB High / Medium
## 232 Right 01/16/1988 29 CDM/CM Medium / Medium
## 233 Left 01/01/1992 25 CM/CDM Medium / Medium
## 234 Right 03/17/1989 28 CAM/CF Medium / Medium
## 235 Right 07/08/1990 26 GK Medium / Medium
## 236 Right 01/13/1988 29 LM/CAM Medium / Medium
## 237 Right 05/28/1990 26 RB/RWB High / Medium
## 238 Left 06/07/1988 28 RM Medium / Medium
## 239 Left 07/23/1987 29 CDM/CM Medium / High
## 240 Right 05/31/1990 26 CAM/RM High / Medium
## 241 Right 09/09/1989 27 CAM/CF High / Medium
## 242 Right 02/08/1990 27 LW Medium / Medium
## 243 Right 04/19/1989 27 LM/LW Medium / Medium
## 244 Right 06/17/1990 26 CDM/CM High / High
## 245 Right 07/11/1985 31 GK Medium / Medium
## 246 Left 02/13/1990 27 CB Medium / High
## 247 Right 12/27/1985 31 CB Medium / High
## 248 Right 06/16/1986 30 GK Medium / Medium
## 249 Right 02/05/1986 31 CB High / Medium
## 250 Right 03/17/1986 31 ST Medium / Medium
## 251 Right 10/11/1988 28 RB High / High
## 252 Right 06/01/1988 28 ST Medium / Low
## 253 Right 02/19/1987 30 CM Medium / Medium
## 254 Right 04/27/1989 27 CDM/CM High / High
## 255 Right 01/12/1989 28 CM/CDM Medium / Medium
## 256 Right 11/08/1989 27 CDM/CM Medium / High
## 257 Right 10/05/1987 29 LM/LW High / Medium
## 258 Left 03/01/1989 28 RW/ST High / Low
## 259 Left 12/01/1985 31 GK Medium / Medium
## 260 Right 08/04/1985 31 RB High / Medium
## 261 Right 06/11/1987 29 CM/RM Medium / Medium
## 262 Right 02/10/1986 31 ST High / Medium
## 263 Left 06/24/1985 31 GK Medium / Medium
## 264 Right 01/27/1987 30 GK Medium / Medium
## 265 Right 09/08/1986 30 CM/CAM High / Medium
## 266 Left 07/16/1987 29 CM/CDM Medium / Medium
## 267 Right 06/06/1983 33 LM/CAM Medium / Medium
## 268 Right 08/07/1985 31 CB Medium / Medium
## 269 Right 01/30/1986 31 CDM/CM Medium / High
## 270 Right 07/03/1987 29 GK Medium / Medium
## 271 Right 09/04/1985 31 CB Low / Medium
## 272 Right 07/10/1985 31 ST High / Medium
## 273 Right 07/10/1983 33 CM/CDM Medium / High
## 274 Right 11/03/1981 35 GK Medium / Medium
## 275 Right 03/28/1985 32 CF/ST High / Medium
## 276 Right 02/15/1988 29 LW/CF High / Medium
## 277 Right 04/10/1984 32 CB Medium / High
## 278 Right 08/29/1982 34 GK Medium / Medium
## 279 Right 04/22/1982 34 CAM/CF High / Medium
## 280 Right 05/04/1985 31 CDM/CM Medium / High
## 281 Right 12/03/1981 35 ST High / Low
## 282 Right 01/14/1982 35 GK Medium / Medium
## 283 Right 09/29/1984 32 CB Low / Medium
## 284 Left 05/15/1981 35 LB/LM Medium / High
## 285 Right 11/25/1981 35 CDM/CM Low / Low
## 286 Right 07/28/1981 35 CDM/CM Low / High
## 287 Right 05/19/1979 37 CM/CDM Low / Low
## 288 Left 05/20/1981 35 GK Medium / Medium
## 289 Left 05/15/1997 19 RM/CAM High / Low
## 290 Right 08/03/1994 22 CM/CDM High / Medium
## 291 Right 11/16/1992 24 CM/CDM High / Medium
## 292 Left 02/16/1994 23 RM/LM High / Medium
## 293 Right 09/03/1995 21 CB Medium / Medium
## 294 Left 08/01/1994 22 RW High / Medium
## 295 Right 08/18/1994 22 CDM/RM High / Medium
## 296 Left 01/18/1995 22 RM/LM Medium / High
## 297 Left 04/03/1995 21 CM High / Medium
## 298 Right 02/06/1995 22 CM/CDM High / High
## 299 Right 01/04/1992 25 RM/ST High / Low
## 300 Right 12/20/1993 23 ST High / High
## 301 Left 05/27/1990 26 LB/CDM Medium / Medium
## 302 Right 05/06/1994 22 CM High / Medium
## 303 Right 09/01/1993 23 GK Medium / Medium
## 304 Right 07/29/1990 26 LM/RW High / Medium
## 305 Right 12/20/1991 25 CM Medium / Medium
## 306 Left 01/26/1993 24 RW/RM High / Medium
## 307 Right 10/02/1993 23 ST Medium / Low
## 308 Left 05/17/1991 25 CB Medium / Medium
## 309 Left 11/19/1993 23 RW Medium / Medium
## 310 Right 03/13/1994 23 RM/LW High / Low
## 311 Right 04/15/1993 23 RW/RM High / High
## 312 Right 04/22/1989 27 GK Medium / Medium
## 313 Right 08/12/1990 26 ST High / High
## 314 Left 09/10/1988 28 ST High / Medium
## 315 Right 12/05/1993 23 CAM/CM Medium / Medium
## 316 Right 04/11/1991 25 ST/LM Medium / Medium
## 317 Right 01/15/1991 26 CB High / Medium
## 318 Right 11/06/1990 26 LM/RM High / High
## 319 Right 01/07/1991 26 CM/CAM High / High
## 320 Right 11/24/1990 26 RB High / Medium
## 321 Right 01/27/1986 31 RW/CM/LW High / Medium
## 322 Right 11/24/1989 27 GK Medium / Medium
## 323 Left 03/09/1990 27 CB/CDM Medium / High
## 324 Right 04/14/1989 27 RB/RW High / Medium
## 325 Right 12/10/1988 28 ST Medium / Low
## 326 Right 03/08/1989 28 CM High / Medium
## 327 Right 04/16/1989 27 CM/CDM Medium / Medium
## 328 Right 09/16/1989 27 ST High / Medium
## 329 Right 08/04/1988 28 CB/CDM Medium / Medium
## 330 Right 05/31/1989 27 ST Medium / Low
## 331 Right 11/12/1990 26 CDM/CM Medium / High
## 332 Right 05/04/1990 26 CDM/CM Medium / High
## 333 Right 07/25/1988 28 CM/CDM Medium / Medium
## 334 Right 06/17/1990 26 CM/LM High / High
## 335 Right 08/08/1988 28 RB Medium / Medium
## 336 Right 08/26/1988 28 CAM/CF High / Medium
## 337 Right 08/12/1990 26 ST Low / Low
## 338 Right 04/18/1990 26 GK Medium / Medium
## 339 Right 01/05/1988 29 ST High / High
## 340 Right 05/30/1989 27 CM Medium / Medium
## 341 Right 12/03/1990 26 ST Medium / Medium
## 342 Right 01/25/1985 32 CM/CDM High / Medium
## 343 Right 08/14/1988 28 CDM Low / High
## 344 Right 04/07/1987 29 CB/RB Medium / High
## 345 Right 11/11/1990 26 CM/CAM High / High
## 346 Right 03/17/1987 30 CB Medium / Medium
## 347 Right 03/26/1989 28 CB Low / High
## 348 Right 01/02/1987 30 ST Medium / Medium
## 349 Right 06/25/1988 28 LB/RB High / High
## 350 Left 05/13/1987 29 GK Medium / Medium
## 351 Left 12/28/1985 31 LB High / Medium
## 352 Right 04/27/1989 27 CB/CDM Medium / High
## 353 Right 09/28/1984 32 LW/CAM Medium / Medium
## 354 Right 08/28/1990 26 CAM/ST High / Low
## 355 Right 04/10/1986 30 CM Medium / Medium
## 356 Right 02/28/1987 30 RW/CAM High / Medium
## 357 Left 01/07/1987 30 CB Low / High
## 358 Right 07/11/1986 30 CAM High / Medium
## 359 Left 05/11/1989 27 CF/ST High / Low
## 360 Left 03/04/1992 25 RM/LM Medium / High
## 361 Right 10/04/1987 29 CB Medium / High
## 362 Left 07/02/1990 26 LB/LWB Medium / High
## 363 Right 02/08/1988 29 CM/CAM Medium / Medium
## 364 Right 12/15/1984 32 CB Medium / High
## 365 Right 03/16/1989 28 RM/LM Medium / Medium
## 366 Right 02/14/1983 34 RB High / Medium
## 367 Left 10/18/1983 33 CB Medium / Medium
## 368 Right 08/05/1985 31 LM/CAM Medium / Low
## 369 Right 12/05/1985 31 ST Medium / Medium
## 370 Left 06/04/1985 31 ST/CAM Medium / Low
## 371 Left 08/20/1985 31 ST Medium / Medium
## 372 Right 01/16/1985 32 RB High / High
## 373 Right 05/01/1982 34 RB High / High
## 374 Right 12/30/1981 35 GK Medium / Medium
## 375 Right 06/27/1981 35 ST/LW Medium / Low
## 376 Left 10/29/1983 33 CB/LB High / Medium
## 377 Right 02/18/1984 33 GK Medium / Medium
## 378 Right 04/02/1984 32 GK Medium / Medium
## 379 Right 09/29/1984 32 GK Medium / Medium
## 380 Right 10/07/1982 34 ST Medium / Low
## 381 Left 08/28/1982 34 CDM Medium / Medium
## 382 Right 03/20/1984 33 ST Medium / Medium
## 383 Left 09/03/1979 37 GK Medium / Medium
## 384 Right 03/11/1978 39 ST Medium / Low
## 385 Right 08/07/1983 33 LW/CAM High / Medium
## 386 Right 12/07/1980 36 CB Medium / High
## 387 Right 03/10/1981 36 ST High / Low
## 388 Right 05/02/1981 35 CM/CDM Medium / Medium
## 389 Right 05/11/1995 21 RM High / Medium
## 390 Left 01/11/1996 21 LM/RM High / Medium
## 391 Right 09/08/1995 21 CDM/CM Medium / Medium
## 392 Left 07/18/1993 23 CAM/RW Medium / Low
## 393 Right 07/19/1991 25 CM/CDM High / High
## 394 Right 06/15/1994 22 RW/LW High / High
## 395 Right 05/10/1992 24 GK Medium / Medium
## 396 Right 03/08/1995 22 LW/ST High / Low
## 397 Right 11/25/1991 25 CB Medium / High
## 398 Left 11/12/1995 21 LM/RM High / Medium
## 399 Right 06/13/1996 20 LW/RW Medium / Low
## 400 Right 10/02/1992 24 GK Medium / Medium
## 401 Right 02/08/1995 22 CM/RB/CDM Medium / Medium
## 402 Right 05/02/1996 20 LM/CAM Medium / Medium
## 403 Right 09/17/1993 23 LW/CAM High / Low
## 404 Right 10/24/1994 22 LM/RM High / High
## 405 Right 07/29/1994 22 CB Low / Medium
## 406 Left 12/22/1993 23 CM/LM Medium / Medium
## 407 Right 10/23/1993 23 CDM/RB Medium / Medium
## 408 Right 01/11/1987 30 ST/LM High / High
## 409 Left 03/19/1993 24 CAM/RW High / Medium
## 410 Right 10/23/1991 25 CAM/LM High / Medium
## 411 Left 11/21/1994 22 CM/CAM/LM Medium / High
## 412 Right 05/16/1989 27 CB Medium / Medium
## 413 Left 08/08/1989 27 CDM Medium / High
## 414 Left 07/12/1995 21 LB High / Medium
## 415 Right 08/26/1992 24 ST/RM Medium / Medium
## 416 Right 03/03/1993 24 CB Medium / High
## 417 Left 03/28/1993 24 CB Low / High
## 418 Right 01/06/1994 23 CM/RM Medium / Medium
## 419 Right 10/27/1994 22 CB/RB Medium / Medium
## 420 Left 01/28/1993 24 CB Medium / Medium
## 421 Right 03/19/1995 22 RB High / Medium
## 422 Right 03/29/1993 24 CF/RM High / Medium
## 423 Right 02/21/1993 24 CM/CAM High / High
## 424 Right 04/17/1990 26 ST High / Medium
## 425 Right 07/29/1992 24 LM/LW High / Medium
## 426 Left 09/04/1992 24 LB High / Medium
## 427 Left 02/12/1993 24 CM/RW Medium / Medium
## 428 Right 05/27/1992 24 CB Medium / High
## 429 Right 12/21/1991 25 CAM High / Medium
## 430 Right 07/29/1992 24 RB/LB High / High
## 431 Right 01/18/1990 27 CB/RB Medium / Medium
## 432 Left 01/29/1988 29 CF/CAM Medium / Medium
## 433 Left 07/30/1992 24 ST/LW High / High
## 434 Right 01/08/1991 26 CM Medium / High
## 435 Left 10/24/1986 30 CM/CAM High / Low
## 436 Right 02/07/1992 25 RB/CM Medium / Medium
## 437 Right 11/10/1992 24 RM/LM Medium / Medium
## 438 Left 11/26/1991 25 ST/CAM High / Low
## 439 Right 09/19/1990 26 CDM/CM Medium / High
## 440 Right 02/12/1991 26 RM/LM Medium / Medium
## 441 Right 10/07/1990 26 CB Medium / Medium
## 442 Right 09/23/1992 24 CM/CDM Medium / Medium
## 443 Left 08/03/1989 27 CB High / Medium
## 444 Right 02/21/1992 25 CB Medium / High
## 445 Right 01/31/1987 30 GK Medium / Medium
## 446 Right 07/19/1989 27 GK Medium / Medium
## 447 Right 06/22/1991 25 RB/CB High / Medium
## 448 Left 02/21/1990 27 CAM/CM Medium / Medium
## 449 Right 02/25/1990 27 LW/CAM Medium / Medium
## 450 Right 06/02/1990 26 GK Medium / Medium
## 451 Right 09/19/1990 26 RB High / High
## 452 Right 02/08/1991 26 LM/CM Medium / Medium
## 453 Right 01/06/1993 24 RM High / Medium
## 454 Right 03/10/1989 28 CDM Low / High
## 455 Right 02/27/1993 24 GK Medium / Medium
## 456 Right 02/24/1992 25 CAM/CF Medium / Medium
## 457 Right 07/13/1990 26 RM High / Medium
## 458 Right 10/27/1992 24 LW High / Medium
## 459 Left 01/04/1990 27 RW/LW Medium / High
## 460 Right 09/18/1987 29 GK Medium / Medium
## 461 Left 10/01/1991 25 CB/LB High / Medium
## 462 Right 05/13/1991 25 CDM/CM Medium / High
## 463 Left 01/22/1988 29 LB High / High
## 464 Left 02/19/1990 27 CAM/CF High / Medium
## 465 Left 10/12/1989 27 CAM/CM Medium / Low
## 466 Right 02/09/1990 27 ST/LW High / Medium
## 467 Right 04/08/1985 31 CM/CDM High / High
## 468 Left 12/09/1988 28 CM/LM High / High
## 469 Right 02/12/1989 28 GK Medium / Medium
## 470 Right 11/26/1990 26 ST/LM High / High
## 471 Right 03/05/1990 27 CM Medium / Medium
## 472 Left 11/10/1985 31 CB/LB Medium / High
## 473 Right 12/02/1989 27 LB/RB Medium / High
## 474 Left 04/21/1988 28 RM High / High
## 475 Right 07/26/1988 28 CF/LW Medium / High
## 476 Left 05/23/1988 28 CB High / Medium
## 477 Left 03/19/1988 29 CF/CAM High / Medium
## 478 Left 03/12/1988 29 ST Medium / Low
## 479 Right 03/31/1987 29 RM/CAM/ST Medium / Medium
## 480 Right 11/02/1989 27 ST/CAM High / Medium
## 481 Right 11/24/1987 29 RM/RW High / Medium
## 482 Right 02/22/1984 33 RB/CB High / Medium
## 483 Right 11/15/1986 30 ST/LW High / Medium
## 484 Right 10/02/1986 30 GK Medium / Medium
## 485 Left 02/26/1986 31 LB High / High
## 486 Right 04/24/1987 29 CB Medium / Medium
## 487 Right 12/30/1986 30 CM/CDM Medium / High
## 488 Left 12/17/1989 27 RM/LM High / Medium
## 489 Right 07/03/1988 28 CB Medium / High
## 490 Right 01/09/1987 30 CDM/CB Medium / High
## 491 Right 03/06/1987 30 ST/CAM Medium / Medium
## 492 Left 01/17/1988 29 CB Medium / High
## 493 Left 09/20/1986 30 LB/RB High / Medium
## 494 Right 05/31/1989 27 CM/CAM Medium / Medium
## 495 Right 04/26/1987 29 RB/RM High / Medium
## 496 Left 09/28/1986 30 CM/CDM High / High
## 497 Right 04/04/1990 26 RM/CAM Medium / Medium
## 498 Left 08/05/1989 27 LB High / Medium
## 499 Right 03/29/1986 31 CB Medium / High
## 500 Right 01/12/1987 30 GK Medium / Medium
## 501 Right 01/14/1986 31 CM/CDM Medium / Medium
## 502 Left 02/23/1987 30 LB High / High
## 503 Right 08/18/1984 32 RB/RM High / High
## 504 Right 10/14/1985 31 CB Medium / Medium
## 505 Right 02/15/1986 31 CB Low / High
## 506 Right 04/18/1985 31 GK Medium / Medium
## 507 Left 04/03/1983 33 GK Medium / Medium
## 508 Right 08/06/1984 32 ST Medium / Medium
## 509 Right 04/16/1985 31 CB High / Medium
## 510 Right 04/19/1990 26 CM High / High
## 511 Right 04/08/1986 30 GK Medium / Medium
## 512 Right 09/10/1983 33 CAM/CM High / Medium
## 513 Right 06/28/1984 32 GK Medium / Medium
## 514 Right 07/08/1983 33 GK Medium / Medium
## 515 Left 02/07/1983 34 GK Medium / Medium
## 516 Right 01/04/1986 31 LB/CM High / High
## 517 Right 10/20/1983 33 GK Medium / Medium
## 518 Right 05/18/1984 32 CDM Medium / High
## 519 Right 02/08/1983 34 CDM/CM High / High
## 520 Right 03/03/1986 31 CDM/CB Medium / High
## 521 Right 08/01/1984 32 CM/CDM Medium / Medium
## 522 Right 01/15/1985 32 GK Medium / Medium
## 523 Right 09/10/1983 33 CDM Medium / High
## 524 Right 08/17/1982 34 CB Medium / High
## 525 Right 03/28/1979 38 GK Medium / Medium
## 526 Left 08/06/1983 33 ST/CAM High / Low
## 527 Left 02/23/1981 36 CDM Medium / High
## 528 Right 09/27/1976 40 CF/ST Medium / Medium
## 529 Right 02/25/1999 18 GK Medium / Medium
## 530 Right 11/16/1993 23 RB High / Medium
## 531 Right 04/11/1993 23 ST High / High
## 532 Right 02/27/1995 22 CM/CAM High / Medium
## 533 Right 03/28/1989 28 ST High / Low
## 534 Right 05/29/1989 27 CM/CDM Medium / Medium
## 535 Right 07/17/1994 22 CB Medium / Medium
## 536 Right 02/10/1995 22 CM/CAM High / Medium
## 537 Right 08/17/1994 22 CDM/CM Medium / Medium
## 538 Right 01/01/1996 21 CM/CDM High / Medium
## 539 Right 04/04/1994 22 CB Medium / High
## 540 Right 05/17/1993 23 LM High / Medium
## 541 Right 05/01/1990 26 CDM Medium / High
## 542 Right 09/01/1989 27 CB Medium / High
## 543 Right 03/09/1995 22 ST/RM/RW Medium / Low
## 544 Right 04/10/1996 20 CB/CDM Medium / Medium
## 545 Left 11/24/1994 22 CM/CDM Medium / Medium
## 546 Right 12/01/1990 26 GK Medium / Medium
## 547 Right 04/18/1995 21 ST/RW High / Medium
## 548 Right 09/18/1995 21 CAM/CM/LM High / Medium
## 549 Left 05/25/1995 21 LB High / Medium
## 550 Right 05/05/1994 22 CM Medium / Medium
## 551 Left 04/22/1988 28 RM/LM High / Medium
## 552 Right 02/02/1994 23 RB Medium / Medium
## 553 Right 05/27/1994 22 RB/RW/RWB High / Medium
## 554 Left 01/12/1995 22 CB Medium / High
## 555 Right 05/20/1994 22 CM/CAM Medium / Medium
## 556 Right 03/01/1990 27 RM/RB High / Low
## 557 Right 10/06/1993 23 RB/RWB High / High
## 558 Right 11/10/1994 22 CM/RM Medium / Medium
## 559 Left 11/01/1992 24 LM/RM High / Medium
## 560 Right 01/12/1994 23 CM/CB Medium / High
## 561 Right 01/19/1994 23 CB/CDM Medium / Medium
## 562 Right 12/05/1993 23 ST High / Low
## 563 Right 10/03/1994 22 GK Medium / Medium
## 564 Left 05/27/1994 22 CM/CDM High / Medium
## 565 Right 03/10/1993 24 ST/RM High / Medium
## 566 Left 12/26/1990 26 LM/LW High / Low
## 567 Right 02/17/1990 27 RM Medium / Medium
## 568 Right 09/08/1992 24 CAM/LW High / Medium
## 569 Right 03/23/1992 25 CM High / Medium
## 570 Left 02/28/1994 23 ST Medium / Medium
## 571 Left 03/01/1993 24 LB/LM High / Medium
## 572 Right 01/10/1992 25 RB High / Medium
## 573 Right 08/31/1987 29 CB Medium / High
## 574 Right 05/28/1994 22 CB High / Medium
## 575 Right 08/03/1992 24 CB Medium / Medium
## 576 Left 06/25/1991 25 ST High / Medium
## 577 Right 12/22/1993 23 CM Medium / Medium
## 578 Right 03/03/1992 25 CDM/CM Low / High
## 579 Right 02/13/1994 23 LM/LW High / Low
## 580 Right 02/26/1993 24 LM/RM Medium / Low
## 581 Right 09/12/1991 25 RB High / High
## 582 Right 01/15/1994 23 CB/CDM Medium / High
## 583 Right 02/22/1989 28 CB Medium / Medium
## 584 Right 09/10/1991 25 ST/LW Medium / Medium
## 585 Left 12/02/1990 26 CAM/RM Medium / Medium
## 586 Left 02/01/1991 26 LB High / Medium
## 587 Right 11/22/1990 26 CB Low / High
## 588 Right 08/08/1990 26 CM/CDM High / High
## 589 Right 08/31/1991 25 RB/RWB High / Medium
## 590 Right 01/17/1990 27 CB Low / High
## 591 Left 04/26/1991 25 GK Medium / Medium
## 592 Left 07/20/1993 23 LB High / Medium
## 593 Right 08/30/1993 23 ST High / Medium
## 594 Right 07/08/1992 24 LM/RM High / High
## 595 Left 08/31/1988 28 CM/CDM Medium / Medium
## 596 Left 05/20/1991 25 CAM/LM/CM Medium / Medium
## 597 Right 08/26/1989 27 CM High / High
## 598 Left 11/20/1988 28 LM/CAM Medium / Medium
## 599 Right 07/15/1991 25 RB/LB High / Medium
## 600 Left 05/11/1992 24 RM/CAM High / Medium
## 601 Right 08/15/1993 23 RM/LM High / Medium
## 602 Right 09/16/1989 27 CM/CDM High / High
## 603 Right 05/20/1991 25 CB Medium / High
## 604 Left 09/12/1992 24 CM/CDM High / Medium
## 605 Left 03/21/1989 28 CAM Medium / Medium
## 606 Right 01/15/1988 29 LM/RM Medium / Medium
## 607 Right 11/13/1991 25 CB Medium / Medium
## 608 Right 11/23/1991 25 ST/CAM Medium / Low
## 609 Right 02/08/1991 26 LM/RM High / Medium
## 610 Right 12/27/1991 25 RM/RW Medium / High
## 611 Right 06/12/1987 29 CB Medium / Medium
## 612 Right 06/05/1991 25 ST/LM High / High
## 613 Left 03/18/1988 29 LB/LM High / High
## 614 Right 03/29/1987 30 RM/LW High / Medium
## 615 Left 09/02/1989 27 LB/LM High / Medium
## 616 Left 12/28/1990 26 LWB/LB High / High
## 617 Left 03/13/1989 28 CB/LB Medium / Medium
## 618 Right 11/11/1985 31 CDM/CM Medium / High
## 619 Right 02/26/1987 30 CM/CDM Medium / High
## 620 Right 01/06/1991 26 GK Medium / Medium
## 621 Right 03/08/1990 27 CM/CDM Medium / High
## 622 Right 09/29/1991 25 LW/RW High / Medium
## 623 Left 02/13/1991 26 CB Medium / High
## 624 Left 02/16/1991 26 CAM/LW High / Medium
## 625 Left 02/29/1988 29 LB High / Medium
## 626 Right 07/09/1990 26 RB High / Medium
## 627 Right 02/28/1990 27 CM/RB/RM Medium / Medium
## 628 Right 03/06/1989 28 ST Medium / Medium
## 629 Right 03/06/1991 26 CB Medium / Medium
## 630 Right 02/15/1993 24 CAM/LM Medium / Medium
## 631 Right 06/25/1991 25 CDM/CM Medium / High
## 632 Right 03/06/1990 27 CDM/CB Medium / High
## 633 Right 03/27/1990 27 CB Medium / Medium
## 634 Right 08/11/1988 28 GK Medium / Medium
## 635 Right 12/31/1987 29 ST Medium / Low
## 636 Right 09/17/1988 28 RW/LW Medium / Medium
## 637 Right 08/22/1988 28 ST High / Medium
## 638 Right 09/20/1988 28 CB Medium / Medium
## 639 Right 06/29/1990 26 CDM/CM Medium / Medium
## 640 Left 09/26/1989 27 LB High / Medium
## 641 Right 06/23/1986 30 RB/RM Medium / Medium
## 642 Right 12/26/1989 27 RW/RM High / Medium
## 643 Right 07/25/1987 29 CDM/CM Medium / High
## 644 Right 07/18/1987 29 CDM/CM Medium / High
## 645 Right 02/10/1986 31 GK Medium / Medium
## 646 Right 08/16/1989 27 RM/CAM High / Medium
## 647 Right 06/08/1984 32 RB High / Medium
## 648 Right 06/23/1989 27 CB High / Medium
## 649 Right 11/19/1988 28 CDM Medium / Medium
## 650 Left 05/11/1986 30 CDM/CM Medium / Medium
## 651 Right 12/17/1987 29 GK Medium / Medium
## 652 Right 01/24/1986 31 RM/RB High / Medium
## 653 Right 12/11/1987 29 LM/RB Medium / Medium
## 654 Right 05/25/1985 31 ST/LW High / Medium
## 655 Left 08/18/1985 31 LM/CAM Medium / Medium
## 656 Right 08/17/1986 30 ST/CF High / Low
## 657 Right 06/25/1986 30 CDM Medium / High
## 658 Right 08/31/1988 28 GK Medium / Medium
## 659 Right 02/04/1985 32 LW/CAM/CF High / Low
## 660 Left 08/07/1986 30 CAM Medium / Medium
## 661 Right 05/15/1986 30 CM/CF Medium / Medium
## 662 Left 06/23/1987 29 CB Medium / Medium
## 663 Right 03/06/1988 29 GK Medium / Medium
## 664 Right 02/22/1987 30 GK Medium / Medium
## 665 Left 12/30/1986 30 LB/CB High / Medium
## 666 Left 11/05/1986 30 CB Medium / High
## 667 Right 01/19/1986 31 ST/LM High / Medium
## 668 Right 05/01/1986 30 CAM High / Medium
## 669 Left 09/05/1988 28 CDM/CM Medium / Medium
## 670 Right 01/02/1988 29 CB/LB Low / Medium
## 671 Right 05/10/1984 32 CB Low / Medium
## 672 Right 01/19/1984 33 CB Medium / Medium
## 673 Left 10/22/1986 30 LB/CB Medium / High
## 674 Left 03/20/1985 32 CB Medium / Medium
## 675 Left 02/01/1987 30 ST High / Low
## 676 Right 02/26/1985 32 ST Medium / Medium
## 677 Right 08/06/1985 31 ST High / Low
## 678 Right 07/28/1985 31 RB High / Medium
## 679 Right 04/02/1986 30 CAM/LM/CDM Medium / Medium
## 680 Right 10/26/1984 32 RM Medium / Low
## 681 Right 02/05/1986 31 CAM/CDM Medium / Low
## 682 Right 02/14/1987 30 CB Low / Medium
## 683 Right 03/09/1983 34 CAM/ST Medium / Medium
## 684 Right 07/31/1987 29 CDM/CM Medium / High
## 685 Right 07/11/1986 30 CAM/LW High / Low
## 686 Right 09/13/1977 39 CB High / High
## 687 Right 01/16/1984 33 CAM Medium / Low
## 688 Left 07/26/1985 31 LB Medium / Medium
## 689 Right 08/12/1983 33 ST Medium / Medium
## 690 Right 02/13/1981 36 CB Low / Medium
## 691 Right 06/20/1982 34 CB Medium / High
## 692 Right 05/17/1984 32 CDM Medium / High
## 693 Right 07/19/1984 32 RM High / Medium
## 694 Right 11/21/1985 31 RM Medium / Medium
## 695 Right 08/29/1983 33 CM/RW Medium / Medium
## 696 Right 01/04/1984 33 CDM/CB Medium / High
## 697 Right 02/18/1984 33 GK Medium / Medium
## 698 Right 03/02/1983 34 ST High / High
## 699 Right 07/13/1985 31 GK Medium / Medium
## 700 Right 11/27/1981 35 CB Medium / Medium
## 701 Right 07/15/1985 31 ST High / Low
## 702 Right 09/08/1983 33 GK Medium / Medium
## 703 Left 04/28/1987 29 RM High / Medium
## 704 Left 08/27/1981 35 LB Medium / Medium
## 705 Left 08/24/1982 34 CM/CDM Medium / Medium
## 706 Right 03/06/1979 38 GK Medium / Medium
## 707 Right 01/29/1988 29 GK Medium / Medium
## 708 Right 10/31/1997 19 ST/RM High / Low
## 709 Left 02/01/1994 23 CAM Medium / Medium
## 710 Right 04/03/1997 19 ST/CF High / High
## 711 Left 04/21/1997 19 LW/ST High / Medium
## 712 Right 11/06/1995 21 ST High / Medium
## 713 Right 01/17/1991 26 ST High / High
## 714 Right 02/06/1993 24 CM/CDM High / Medium
## 715 Left 10/28/1991 25 LM Medium / High
## 716 Right 04/17/1997 19 CB Medium / Low
## 717 Left 07/09/1991 25 LM/RM High / Medium
## 718 Right 03/04/1996 21 ST/LM High / Medium
## 719 Right 03/29/1986 31 CM High / High
## 720 Right 07/07/1992 24 LW High / Medium
## 721 Right 03/27/1993 24 CDM/RM Medium / High
## 722 Left 11/20/1995 21 LW/RW Medium / Medium
## 723 Right 02/22/1980 37 GK Medium / Medium
## 724 Right 07/23/1987 29 LM/RM Medium / Medium
## 725 Left 07/20/1993 23 LB High / Medium
## 726 Right 06/19/1991 25 ST/LW Medium / Medium
## 727 Right 06/11/1992 24 RB/RM High / High
## 728 Right 08/24/1992 24 CB Medium / Medium
## 729 Right 10/08/1992 24 ST High / Medium
## 730 Right 04/01/1991 25 ST Medium / Medium
## 731 Right 01/28/1995 22 CM/CAM High / Medium
## 732 Right 08/16/1993 23 CB/RB Medium / Medium
## 733 Left 12/15/1992 24 LB High / Medium
## 734 Right 03/06/1996 21 ST Medium / Medium
## 735 Right 08/13/1990 26 ST/RM Medium / High
## 736 Right 01/01/1992 25 CB Medium / High
## 737 Left 05/09/1992 24 RW Medium / Medium
## 738 Left 09/20/1995 21 LB High / Medium
## 739 Left 11/15/1992 24 CB Medium / Medium
## 740 Right 12/19/1990 26 GK Medium / Medium
## 741 Right 01/15/1992 25 RB/CB Medium / High
## 742 Left 06/20/1993 23 LB/LM Medium / High
## 743 Right 02/26/1990 27 CDM/CM Medium / High
## 744 Right 01/11/1993 24 CB Medium / Medium
## 745 Right 12/15/1992 24 RM/CAM High / Medium
## 746 Left 09/15/1990 26 CB/CDM High / High
## 747 Right 11/14/1989 27 CB/RB Medium / Medium
## 748 Left 04/24/1993 23 LB/CB Medium / High
## 749 Right 12/02/1984 32 RM/CAM High / High
## 750 Left 01/09/1985 32 CB Low / Medium
## 751 Right 06/04/1988 28 LM/RM Medium / Medium
## 752 Right 05/05/1991 25 ST High / Medium
## 753 Left 02/10/1992 25 RM/CAM High / Medium
## 754 Left 05/27/1991 25 LB High / Medium
## 755 Right 12/19/1994 22 LW/ST High / Medium
## 756 Right 02/19/1991 26 CDM/CM High / High
## 757 Right 10/16/1992 24 CAM/LW High / Low
## 758 Left 12/25/1988 28 LM/LW/LB High / Medium
## 759 Right 06/14/1991 25 RM/LM High / Medium
## 760 Right 10/27/1987 29 CB Medium / High
## 761 Right 08/17/1993 23 CDM/CM Low / Medium
## 762 Right 08/25/1990 26 CB/CDM Medium / High
## 763 Right 02/25/1989 28 CM/CDM Medium / High
## 764 Right 03/16/1988 29 GK Medium / Medium
## 765 Right 06/03/1991 25 ST High / Medium
## 766 Right 08/02/1989 27 LM/CAM Medium / Medium
## 767 Right 08/19/1991 25 RM/LM Medium / Low
## 768 Right 05/24/1990 26 CB Medium / Medium
## 769 Right 10/11/1990 26 CDM/CM High / High
## 770 Right 01/15/1991 26 ST High / Medium
## 771 Right 04/15/1992 24 ST High / Medium
## 772 Left 02/08/1992 25 CB Medium / High
## 773 Right 06/27/1991 25 CM/CDM Medium / High
## 774 Right 04/17/1989 27 CM/CDM Medium / Medium
## 775 Right 04/08/1992 24 GK Medium / Medium
## 776 Right 03/05/1991 26 ST High / Medium
## 777 Left 08/06/1989 27 CB/LB High / High
## 778 Right 09/08/1988 28 CB Medium / Medium
## 779 Right 02/22/1986 31 CM/CDM Medium / Medium
## 780 Right 05/17/1985 31 ST Medium / Low
## 781 Right 01/24/1988 29 LW/CAM High / High
## 782 Right 07/05/1989 27 ST High / Medium
## 783 Right 08/25/1992 24 ST Medium / Low
## 784 Right 02/26/1990 27 ST High / High
## 785 Right 02/25/1989 28 RM/LM High / Medium
## 786 Left 09/03/1991 25 CM High / High
## 787 Right 09/02/1991 25 CM Medium / High
## 788 Right 06/07/1991 25 ST High / Medium
## 789 Left 06/25/1992 24 GK Medium / Medium
## 790 Right 05/05/1985 31 LW/CM High / Medium
## 791 Right 05/10/1988 28 LB/RB Medium / Medium
## 792 Right 09/23/1991 25 CB/CDM Medium / Medium
## 793 Left 11/14/1989 27 CB Medium / Medium
## 794 Right 03/22/1987 30 CB/CDM Medium / Medium
## 795 Left 01/20/1992 25 RM/LM High / Low
## 796 Right 07/26/1987 29 ST/CF Medium / Medium
## 797 Right 05/27/1988 28 CDM/CM High / Medium
## 798 Right 03/28/1990 27 ST/RM High / High
## 799 Right 10/31/1987 29 CB Low / Medium
## 800 Right 01/02/1988 29 CDM Medium / High
## 801 Right 03/25/1990 27 CAM/CDM High / Medium
## 802 Right 12/19/1992 24 LW/CAM High / Medium
## 803 Right 12/14/1987 29 RW/LW High / Medium
## 804 Left 03/10/1989 28 GK Medium / Medium
## 805 Right 05/24/1989 27 RM/LM High / High
## 806 Right 12/19/1986 30 RB High / Medium
## 807 Right 01/18/1986 31 CM/LM High / High
## 808 Left 03/23/1991 26 CAM/RM Medium / Medium
## 809 Right 08/21/1990 26 CM/CAM High / Medium
## 810 Right 01/27/1987 30 CDM/CAM High / High
## 811 Right 07/10/1989 27 CB Medium / Medium
## 812 Right 12/16/1987 29 ST/LM Medium / Medium
## 813 Right 01/01/1988 29 GK Medium / Medium
## 814 Right 09/01/1989 27 LM/LW High / High
## 815 Left 06/13/1986 30 RW/CAM Medium / High
## 816 Right 07/11/1989 27 CB Medium / High
## 817 Right 07/21/1989 27 CAM/LM High / Medium
## 818 Right 10/26/1987 29 CAM/LM High / Low
## 819 Right 03/14/1990 27 CM/CDM Medium / Medium
## 820 Left 06/12/1988 28 CB Medium / High
## 821 Left 07/01/1989 27 RM/RW High / Medium
## 822 Right 11/29/1987 29 ST Medium / Medium
## 823 Left 03/31/1989 27 LM/LW High / Medium
## 824 Right 03/23/1989 28 LM/ST Medium / Medium
## 825 Right 01/15/1988 29 CB Medium / Medium
## 826 Right 12/10/1988 28 CB Medium / Medium
## 827 Left 11/21/1989 27 CM High / High
## 828 Right 06/18/1987 29 ST/RM High / Medium
## 829 Right 06/29/1988 28 ST High / Medium
## 830 Right 06/21/1990 26 CB/RB Medium / Medium
## 831 Left 12/23/1986 30 LM/RM Medium / Medium
## 832 Left 01/06/1989 28 ST Medium / High
## 833 Right 09/30/1988 28 CAM/CM Medium / Low
## 834 Right 03/29/1988 29 CB Low / High
## 835 Right 04/12/1987 29 ST High / Medium
## 836 Right 12/12/1985 31 GK Medium / Medium
## 837 Right 01/24/1989 28 CM/CDM Medium / Medium
## 838 Right 05/11/1988 28 CM High / High
## 839 Right 07/11/1988 28 CDM/CM Medium / Medium
## 840 Right 05/18/1988 28 CB/RB Medium / Medium
## 841 Right 09/30/1986 30 CB Low / Medium
## 842 Right 11/22/1985 31 ST Medium / Medium
## 843 Right 11/22/1987 29 CM/CDM Medium / Medium
## 844 Right 02/10/1986 31 GK Medium / Medium
## 845 Right 01/22/1986 31 ST/RW Medium / Medium
## 846 Right 02/23/1987 30 RB Medium / Medium
## 847 Left 12/10/1981 35 CB Low / High
## 848 Right 11/24/1986 30 RM/LM High / Low
## 849 Right 09/26/1987 29 CM/LM High / High
## 850 Left 02/11/1987 30 LB/LM High / Medium
## 851 Right 12/12/1990 26 RWB/LM Medium / Medium
## 852 Right 07/19/1986 30 CM/LW Medium / Medium
## 853 Right 03/17/1988 29 GK Medium / Medium
## 854 Right 05/27/1986 30 CM/RW Medium / Medium
## 855 Right 10/07/1987 29 CDM/CAM High / High
## 856 Right 02/24/1987 30 CM/CB Medium / High
## 857 Right 04/15/1988 28 CM Medium / Medium
## 858 Left 04/19/1988 28 CAM Medium / Low
## 859 Left 04/03/1988 28 GK Medium / Medium
## 860 Right 06/25/1989 27 CDM/CM Medium / High
## 861 Right 01/10/1986 31 GK Medium / Medium
## 862 Right 09/07/1985 31 RB/CB Medium / Medium
## 863 Left 11/30/1986 30 CB Medium / High
## 864 Right 11/12/1986 30 RB High / Medium
## 865 Right 03/17/1988 29 CM Medium / Medium
## 866 Right 10/26/1986 30 ST Medium / Medium
## 867 Right 12/14/1985 31 RM/RB High / High
## 868 Left 10/26/1984 32 LB High / Medium
## 869 Right 04/15/1986 30 GK Medium / Medium
## 870 Right 10/22/1982 34 CB Medium / High
## 871 Right 01/27/1985 32 CM Medium / High
## 872 Right 02/08/1987 30 CDM Medium / High
## 873 Right 07/15/1986 30 CB Medium / Medium
## 874 Right 01/18/1985 32 CDM/CM Medium / Medium
## 875 Right 01/31/1983 34 ST Medium / Medium
## 876 Right 06/29/1986 30 LM/CM Medium / Low
## 877 Right 05/03/1985 31 LW/RW High / Medium
## 878 Right 08/14/1985 31 CM/CDM High / High
## 879 Right 08/05/1985 31 CB Medium / High
## 880 Left 11/14/1985 31 CB/LB High / Medium
## 881 Right 02/05/1982 35 ST High / High
## 882 Right 06/16/1987 29 CDM/CM High / High
## 883 Right 07/09/1985 31 LM/RB High / High
## 884 Right 05/08/1987 29 CM/CDM High / High
## 885 Right 04/16/1987 29 RM High / Medium
## 886 Right 10/31/1983 33 RB High / Medium
## 887 Right 09/19/1980 36 GK Medium / Medium
## 888 Right 05/27/1985 31 ST Medium / Low
## 889 Left 10/24/1985 31 LB/LM Medium / Medium
## 890 Right 01/04/1985 32 RB High / High
## 891 Right 06/19/1985 31 CM/CAM High / High
## 892 Left 10/30/1985 31 CB High / Medium
## 893 Right 09/28/1981 35 GK Medium / Medium
## 894 Right 06/11/1984 32 ST High / Medium
## 895 Right 08/18/1984 32 CB Medium / High
## 896 Right 02/15/1981 36 GK Medium / Medium
## 897 Right 12/20/1980 36 CB Low / Medium
## 898 Right 02/10/1985 32 CM/CDM Medium / High
## 899 Right 01/17/1983 34 ST/CAM Low / Medium
## 900 Right 07/14/1979 37 CB Medium / High
## 901 Left 09/01/1983 33 RM/CAM Medium / Low
## 902 Right 11/30/1984 32 CDM/CM Medium / High
## 903 Right 11/22/1982 34 CDM/CAM Medium / Medium
## 904 Right 07/21/1981 35 RM/ST High / Medium
## 905 Right 10/03/1978 38 ST/CAM Medium / Low
## 906 Right 02/14/1980 37 CB Medium / High
## 907 Right 08/27/1981 35 CB Low / High
## 908 Right 12/20/1998 18 ST High / Medium
## 909 Right 01/23/1999 18 GK Medium / Medium
## 910 Right 08/18/1997 19 CM High / High
## 911 Right 02/29/1992 25 ST/CF Medium / Medium
## 912 Right 02/29/1992 25 CDM/CM High / High
## 913 Right 02/29/1988 29 RB/CM Medium / Medium
## 914 Right 02/29/1992 25 ST/CF High / Low
## 915 Left 02/29/1984 33 CAM/CF High / Medium
## 916 Right 02/29/1984 33 RB/RM High / Medium
## 917 Left 02/29/1988 29 LB/LM High / Medium
## 918 Left 02/29/1988 29 LB/LM High / High
## 919 Right 02/29/1988 29 GK Medium / Medium
## 920 Right 12/28/1995 21 CB High / Medium
## 921 Left 09/08/1993 23 LB/LWB High / Medium
## 922 Right 06/19/1996 20 CM Medium / Medium
## 923 Right 01/24/1995 22 CB/RB Medium / High
## 924 Left 06/15/1994 22 ST High / High
## 925 Right 02/22/1996 21 CM/CAM/RM Medium / Medium
## 926 Right 01/30/1995 22 CDM/CM Medium / Medium
## 927 Right 05/29/1989 27 GK Medium / Medium
## 928 Right 10/27/1996 20 CAM/LM Medium / Medium
## 929 Right 10/28/1995 21 CM/CDM Medium / High
## 930 Right 01/05/1997 20 CB Low / High
## 931 Right 01/23/1990 27 RB High / Medium
## 932 Left 05/26/1994 22 LM/RM High / Medium
## 933 Left 02/26/1997 20 RM/RW Medium / Medium
## 934 Right 02/11/1995 22 RB High / Medium
## 935 Right 08/07/1996 20 CM/CDM/CAM Medium / Medium
## 936 Right 07/30/1995 21 LW/RW High / Medium
## 937 Right 03/27/1994 23 GK Medium / Medium
## 938 Right 10/27/1990 26 CAM/CM High / Medium
## 939 Right 02/07/1994 23 RM/RWB High / High
## 940 Right 06/12/1996 20 CB Medium / High
## 941 Right 08/24/1991 25 CM/CDM Medium / High
## 942 Right 02/13/1995 22 LM High / Low
## 943 Right 07/09/1995 21 ST/LW High / Medium
## 944 Left 03/06/1994 23 CB Medium / Medium
## 945 Right 11/23/1991 25 CB Medium / Medium
## 946 Right 10/14/1994 22 CB Medium / Medium
## 947 Right 05/07/1997 19 CM/CAM Medium / Medium
## 948 Left 06/18/1996 20 CAM/RM High / Low
## 949 Right 05/26/1990 26 GK Medium / Medium
## 950 Right 03/05/1993 24 RB/RM High / High
## 951 Right 06/09/1992 24 RB High / Medium
## 952 Right 08/10/1985 31 CM Medium / High
## 953 Right 05/17/1990 26 ST High / Low
## 954 Right 06/03/1990 26 CDM Medium / High
## 955 Right 05/21/1993 23 CDM/CM Low / Medium
## 956 Left 01/15/1989 28 LB High / Medium
## 957 Right 10/16/1986 30 GK Medium / Medium
## 958 Right 11/15/1989 27 CDM/CM Medium / High
## 959 Right 08/17/1990 26 RW/RM High / Medium
## 960 Right 01/01/1995 22 ST Medium / Low
## 961 Left 08/19/1993 23 CF/ST Medium / Low
## 962 Right 03/24/1993 24 ST/LW High / Medium
## 963 Right 07/11/1992 24 CDM/CM Medium / High
## 964 Right 09/01/1993 23 CM/CDM Medium / Medium
## 965 Left 02/01/1994 23 CAM/CM High / Medium
## 966 Right 09/08/1994 22 CAM/CF High / Medium
## 967 Right 04/07/1994 22 CM/CDM Medium / Medium
## 968 Left 07/03/1993 23 CAM/ST High / Medium
## 969 Left 08/31/1992 24 LB High / Medium
## 970 Right 02/04/1988 29 LM/ST High / Medium
## 971 Left 11/02/1992 24 RM/CAM High / Low
## 972 Left 03/27/1990 27 CDM/CM Medium / Medium
## 973 Left 01/18/1993 24 CAM Medium / Low
## 974 Right 03/03/1994 23 LB/CB High / Medium
## 975 Right 02/09/1995 22 LM/CAM High / Medium
## 976 Left 10/13/1988 28 LM/LW High / Medium
## 977 Right 05/11/1993 23 ST High / High
## 978 Right 03/08/1991 26 CAM/CM Medium / Medium
## 979 Left 05/18/1992 24 GK Medium / Medium
## 980 Right 04/10/1993 23 LW Medium / Medium
## 981 Left 07/02/1994 22 LB/LM High / Medium
## 982 Right 06/13/1989 27 CDM Medium / High
## 983 Left 09/18/1993 23 CAM/ST/CM Medium / Medium
## 984 Left 04/07/1992 24 ST High / Medium
## 985 Right 05/12/1992 24 LB/RB High / Medium
## 986 Right 05/12/1990 26 CDM/CB Medium / Medium
## 987 Left 02/19/1989 28 LB Medium / Medium
## 988 Right 06/29/1994 22 CDM/CM Medium / Medium
## 989 Right 03/17/1989 28 CM/RM Medium / Medium
## 990 Right 04/21/1994 22 RB/RM High / Medium
## 991 Left 08/15/1993 23 CB Medium / Medium
## 992 Right 07/14/1995 21 LM/RM High / Medium
## 993 Left 03/30/1994 23 LB High / Medium
## 994 Right 11/26/1988 28 ST High / Medium
## 995 Left 01/01/1989 28 CB/LB Medium / Medium
## 996 Right 06/22/1994 22 ST Medium / Low
## 997 Right 04/09/1989 27 CM/RM High / Medium
## 998 Right 04/14/1989 27 CB/RB Medium / High
## 999 Right 07/27/1989 27 CB Medium / High
## 1000 Left 07/17/1994 22 LB High / Medium
## 1001 Right 11/03/1992 24 CB Medium / High
## 1002 Right 10/22/1992 24 CM/CDM Medium / Medium
## 1003 Right 05/26/1988 28 CB Medium / Medium
## 1004 Right 08/11/1992 24 CB Medium / High
## 1005 Right 03/29/1989 28 GK Medium / Medium
## 1006 Left 01/24/1991 26 ST Medium / Medium
## 1007 Right 04/25/1992 24 RWB/RB High / Medium
## 1008 Left 01/03/1995 22 CM/CAM Medium / High
## 1009 Left 02/14/1994 23 LB/CB Medium / High
## 1010 Right 12/19/1993 23 LM/RM Medium / Medium
## 1011 Right 01/08/1990 27 CB Medium / High
## 1012 Right 03/09/1993 24 CM/CDM High / High
## 1013 Right 08/25/1988 28 CB Medium / Medium
## 1014 Right 01/11/1991 26 CDM/CM Medium / Medium
## 1015 Right 03/25/1992 25 CAM/RW High / Medium
## 1016 Right 10/14/1992 24 ST/LM High / High
## 1017 Right 03/01/1993 24 CM/CAM Medium / Medium
## 1018 Right 10/09/1989 27 CB/CDM High / High
## 1019 Right 02/09/1986 31 GK Medium / Medium
## 1020 Left 07/05/1992 24 LW/RW High / Medium
## 1021 Right 10/22/1991 25 CB/RB High / Medium
## 1022 Left 01/11/1990 27 LB Medium / Medium
## 1023 Right 01/08/1991 26 ST/RM High / Medium
## 1024 Right 05/08/1987 29 GK Medium / Medium
## 1025 Right 10/27/1983 33 ST/CAM High / Medium
## 1026 Left 08/24/1991 25 ST/RM Medium / High
## 1027 Right 01/13/1990 27 ST Medium / Medium
## 1028 Right 05/31/1993 23 CDM/CM Medium / Medium
## 1029 Right 12/01/1992 24 CM High / Medium
## 1030 Right 07/08/1990 26 LW/ST High / Medium
## 1031 Left 03/05/1991 26 CB Medium / Medium
## 1032 Right 05/14/1994 22 CAM/RM Medium / Medium
## 1033 Right 06/28/1992 24 CB High / Medium
## 1034 Right 12/23/1990 26 RB High / Medium
## 1035 Right 01/23/1992 25 CDM/CM Medium / High
## 1036 Left 06/04/1993 23 RW Medium / Medium
## 1037 Right 04/18/1991 25 ST High / Low
## 1038 Right 01/22/1992 25 ST High / Medium
## 1039 Right 06/23/1992 24 CDM Medium / High
## 1040 Right 09/28/1992 24 CAM/LM High / Low
## 1041 Left 08/19/1990 26 CB/LB Medium / High
## 1042 Right 08/24/1991 25 CB Medium / Medium
## 1043 Left 03/06/1991 26 ST/LW High / Low
## 1044 Right 08/13/1990 26 CDM/CM Medium / High
## 1045 Right 03/21/1992 25 CB/CDM Low / Medium
## 1046 Right 04/04/1989 27 CAM/LW High / High
## 1047 Left 12/01/1988 28 CB Medium / Medium
## 1048 Left 12/21/1990 26 CAM/CF Medium / Low
## 1049 Right 07/23/1992 24 ST High / High
## 1050 Right 01/21/1986 31 RB Medium / Medium
## 1051 Left 07/16/1991 25 RM/LM High / Low
## 1052 Right 04/14/1991 25 RB/LB High / Medium
## 1053 Right 04/16/1986 30 ST/CF High / High
## 1054 Right 04/08/1991 25 CAM/RM High / Medium
## 1055 Right 10/05/1989 27 CB Medium / Medium
## 1056 Left 11/04/1987 29 CB/RB Medium / High
## 1057 Right 06/27/1991 25 CB Medium / Medium
## 1058 Right 03/20/1991 26 ST Medium / Low
## 1059 Right 07/04/1987 29 CB Medium / High
## 1060 Right 05/23/1989 27 RB/RM High / Medium
## 1061 Right 12/29/1982 34 CB Low / Medium
## 1062 Right 02/01/1987 30 GK Medium / Medium
## 1063 Left 01/26/1992 25 LB Medium / Medium
## 1064 Right 12/14/1988 28 RB/CB High / Medium
## 1065 Left 01/11/1991 26 CM/CDM Medium / Medium
## 1066 Right 09/19/1992 24 CB/CDM Medium / High
## 1067 Right 11/01/1990 26 RB High / Medium
## 1068 Right 01/13/1988 29 CM/RM Medium / High
## 1069 Right 08/16/1990 26 CM/CAM Medium / Medium
## 1070 Right 10/01/1990 26 CDM/CB Low / High
## 1071 Right 03/15/1988 29 RM Medium / Medium
## 1072 Right 04/26/1989 27 CDM/CM Medium / Medium
## 1073 Right 08/27/1990 26 ST Medium / Medium
## 1074 Right 12/22/1987 29 ST Medium / Medium
## 1075 Right 08/12/1989 27 LM/CDM Medium / Medium
## 1076 Right 09/08/1987 29 RB/CM Medium / Medium
## 1077 Left 07/04/1989 27 CB Medium / Medium
## 1078 Right 02/11/1989 28 CDM/CM Medium / Medium
## 1079 Left 01/12/1989 28 LB/LWB High / Medium
## 1080 Right 12/17/1989 27 RM/RB Medium / High
## 1081 Right 02/27/1992 25 CM/CDM Medium / Medium
## 1082 Right 03/10/1991 26 CAM Medium / Medium
## 1083 Right 02/18/1990 27 ST Medium / Low
## 1084 Right 04/21/1986 30 CDM/CM Medium / Medium
## 1085 Right 03/16/1991 26 LM/RM High / Medium
## 1086 Right 07/03/1988 28 CB Medium / Medium
## 1087 Right 03/14/1988 29 LW/RW High / Low
## 1088 Right 07/22/1989 27 RB/RWB High / Medium
## 1089 Left 09/18/1990 26 CM/CAM Medium / High
## 1090 Right 09/11/1988 28 RB/RM High / Medium
## 1091 Right 02/18/1990 27 LM/ST Medium / Medium
## 1092 Right 02/18/1986 31 ST/RW Medium / Medium
## 1093 Right 06/12/1988 28 RB/CM Medium / Medium
## 1094 Right 09/16/1985 31 ST Medium / Low
## 1095 Right 01/04/1990 27 ST Medium / Medium
## 1096 Right 09/01/1987 29 RB/CDM Medium / High
## 1097 Right 12/21/1989 27 CDM/CM/RB High / High
## 1098 Right 07/01/1985 31 CB/CDM Medium / Medium
## 1099 Right 08/29/1988 28 CDM/CM Low / High
## 1100 Right 08/03/1988 28 GK Medium / Medium
## 1101 Right 01/05/1990 27 CM/CDM Medium / Low
## 1102 Right 09/19/1990 26 RB High / High
## 1103 Right 05/09/1985 31 CB/RB Medium / High
## 1104 Right 11/12/1988 28 ST/RM High / Low
## 1105 Right 02/23/1992 25 CB Low / High
## 1106 Right 02/10/1987 30 CB/LB Medium / High
## 1107 Right 09/25/1987 29 RM/LM High / Medium
## 1108 Right 08/27/1986 30 RM/CAM Medium / Low
## 1109 Left 02/10/1990 27 LB High / Medium
## 1110 Right 06/20/1985 31 CB Medium / Medium
## 1111 Right 10/26/1990 26 CM/CDM High / High
## 1112 Left 04/12/1989 27 CAM/LM Medium / Medium
## 1113 Right 11/30/1987 29 LM/RM Medium / Medium
## 1114 Right 11/20/1988 28 RB High / Medium
## 1115 Left 02/06/1986 31 CDM/CB Medium / Medium
## 1116 Left 06/27/1984 32 LWB/LB Medium / Medium
## 1117 Right 05/01/1982 34 GK Medium / Medium
## 1118 Right 01/26/1984 33 RB/RM High / Medium
## 1119 Right 05/15/1989 27 CB Medium / Medium
## 1120 Right 01/18/1984 33 CDM/CB/RB Medium / Medium
## 1121 Right 05/20/1987 29 CB Medium / Medium
## 1122 Right 02/09/1988 29 CDM/CM Medium / High
## 1123 Left 04/21/1988 28 CDM/CM Medium / Medium
## 1124 Right 08/09/1989 27 ST High / High
## 1125 Right 06/08/1988 28 RW/RM Medium / Medium
## 1126 Right 06/21/1987 29 CB Medium / Medium
## 1127 Right 09/13/1987 29 CAM/CM High / Medium
## 1128 Right 08/19/1984 32 ST Medium / Low
## 1129 Right 02/21/1989 28 CM/CDM Medium / Medium
## 1130 Left 09/05/1988 28 ST Medium / Medium
## 1131 Right 08/03/1987 29 CDM/CAM Medium / Medium
## 1132 Right 07/30/1983 33 GK Medium / Medium
## 1133 Right 11/29/1987 29 RM/RW High / High
## 1134 Right 04/26/1988 28 CAM/RM Medium / Medium
## 1135 Right 06/10/1986 30 CB Low / Medium
## 1136 Right 09/10/1982 34 GK Medium / Medium
## 1137 Right 12/12/1986 30 CM/LM High / High
## 1138 Right 02/13/1987 30 LW Medium / Medium
## 1139 Right 07/29/1985 31 CB Medium / Medium
## 1140 Left 10/04/1988 28 LB/LM High / Medium
## 1141 Left 03/11/1988 29 LB/LM Medium / Medium
## 1142 Right 07/29/1989 27 LM/ST High / Medium
## 1143 Right 03/21/1988 29 CDM/CM Low / High
## 1144 Right 10/25/1987 29 CM/CDM Medium / Medium
## 1145 Right 01/22/1987 30 ST/RM High / High
## 1146 Right 08/06/1987 29 GK Medium / Medium
## 1147 Right 02/16/1985 32 CB Medium / High
## 1148 Right 12/11/1985 31 ST/RW Medium / Medium
## 1149 Right 07/12/1990 26 LM/ST Medium / Low
## 1150 Right 01/18/1987 30 RM/ST High / Low
## 1151 Right 04/10/1986 30 CM Medium / Medium
## 1152 Right 06/20/1987 29 GK Medium / Medium
## 1153 Right 03/17/1986 31 CDM/CM Medium / Medium
## 1154 Right 04/24/1983 33 LW/ST High / High
## 1155 Right 04/04/1984 32 ST High / High
## 1156 Right 08/03/1986 30 GK Medium / Medium
## 1157 Right 03/15/1985 32 CB Medium / Medium
## 1158 Right 01/04/1986 31 CB High / Medium
## 1159 Right 06/24/1984 32 CB/LB Medium / Medium
## 1160 Right 01/13/1984 33 CDM/CM Medium / High
## 1161 Right 03/09/1984 33 CDM/RB High / High
## 1162 Right 01/18/1987 30 CB Medium / Medium
## 1163 Right 05/22/1985 31 ST High / Low
## 1164 Right 04/19/1985 31 CDM/CM Medium / High
## 1165 Right 02/24/1987 30 ST Medium / Medium
## 1166 Right 05/07/1987 29 ST/LW Medium / Low
## 1167 Right 06/27/1984 32 CDM Medium / Medium
## 1168 Right 09/09/1987 29 CDM/CM Medium / Medium
## 1169 Right 09/18/1982 34 GK Medium / Medium
## 1170 Right 06/30/1977 39 GK Medium / Medium
## 1171 Left 09/07/1987 29 RM High / Medium
## 1172 Left 08/20/1983 33 LB/LM High / Medium
## 1173 Right 03/18/1987 30 ST/CF Medium / Low
## 1174 Right 01/01/1985 32 CM/RM High / High
## 1175 Right 11/12/1984 32 CDM Medium / High
## 1176 Right 09/01/1983 33 RB Medium / Medium
## 1177 Right 05/24/1983 33 GK Medium / Medium
## 1178 Left 06/20/1982 34 CB Low / Medium
## 1179 Right 10/25/1984 32 CB Medium / High
## 1180 Right 02/25/1982 35 CB/RB Medium / Medium
## 1181 Right 10/27/1981 35 GK Medium / Medium
## 1182 Right 12/15/1982 34 CAM/CF Medium / Medium
## 1183 Right 06/26/1981 35 GK Medium / Medium
## 1184 Right 09/16/1982 34 CDM/CM Low / Medium
## 1185 Left 04/07/1986 30 LB Medium / Medium
## 1186 Right 04/12/1981 35 CB Medium / High
## 1187 Left 08/18/1980 36 CM/CDM High / High
## 1188 Right 08/23/1984 32 RB/LB High / Low
## 1189 Right 01/25/1984 33 ST High / High
## 1190 Right 01/21/1984 33 CB Medium / Medium
## 1191 Right 08/02/1985 31 ST/RM High / Medium
## 1192 Right 11/18/1983 33 CB Medium / High
## 1193 Right 03/06/1981 36 GK Medium / Medium
## 1194 Right 01/11/1981 36 CM/CAM High / Medium
## 1195 Left 10/10/1983 33 CB/LB High / High
## 1196 Right 02/26/1984 33 ST Medium / Low
## 1197 Right 05/22/1985 31 CAM/CDM Medium / Medium
## 1198 Right 05/23/1983 33 GK Medium / Medium
## 1199 Right 05/31/1981 35 CB Low / High
## 1200 Right 06/26/1980 36 GK Medium / Medium
## 1201 Right 03/26/1977 40 GK Medium / Medium
## 1202 Left 10/01/1983 33 LB Medium / Medium
## 1203 Left 08/06/1980 36 GK Medium / Medium
## 1204 Left 09/07/1980 36 CM/CDM Medium / Medium
## 1205 Right 07/19/1995 21 CAM/CM High / Medium
## 1206 Right 01/09/1997 20 CB Medium / Medium
## 1207 Right 07/17/1997 19 CDM/CM Medium / High
## 1208 Right 02/29/1992 25 CAM/RM Medium / Low
## 1209 Left 02/29/1984 33 CDM Medium / High
## 1210 Right 02/29/1988 29 CB Medium / Medium
## 1211 Left 02/29/1988 29 LB/LM Medium / Medium
## 1212 Right 02/29/1988 29 GK Medium / Medium
## 1213 Right 02/29/1992 25 GK Medium / Medium
## 1214 Right 02/29/1992 25 GK Medium / Medium
## 1215 Right 02/29/1988 29 CDM/CAM High / Medium
## 1216 Right 02/29/1984 33 CDM/CM High / High
## 1217 Right 02/29/1992 25 CB/LB Medium / Medium
## 1218 Right 02/29/1984 33 CB/CDM High / Medium
## 1219 Left 02/29/1988 29 CB/LB Medium / Medium
## 1220 Left 08/09/1997 19 LM/RM High / Medium
## 1221 Right 05/06/1995 21 LW Medium / Medium
## 1222 Right 07/09/1995 21 CDM/CM Medium / Medium
## 1223 Right 06/29/1996 20 CAM/LW High / Medium
## 1224 Right 04/14/1991 25 ST/RW High / High
## 1225 Right 10/21/1995 21 RW High / Medium
## 1226 Right 04/02/1996 20 GK Medium / Medium
## 1227 Right 03/28/1994 23 RB/CB Medium / Medium
## 1228 Left 10/03/1996 20 ST High / Medium
## 1229 Right 07/08/1992 24 CB Medium / Medium
## 1230 Right 12/01/1996 20 ST/LW High / Medium
## 1231 Right 11/29/1996 20 ST/LW High / Medium
## 1232 Right 02/28/1996 21 CM/CDM Medium / Medium
## 1233 Right 03/23/1995 22 CDM/CM Medium / Medium
## 1234 Right 12/11/1985 31 CB Medium / High
## 1235 Right 02/26/1994 23 CB Medium / High
## 1236 Right 02/14/1997 20 RM/ST High / Medium
## 1237 Left 12/13/1991 25 CDM Medium / High
## 1238 Left 06/15/1995 21 CM High / Medium
## 1239 Left 02/14/1996 21 CB/LB Medium / High
## 1240 Left 07/11/1996 20 LM/RM Medium / Medium
## 1241 Left 07/04/1992 24 RM/LM Medium / Low
## 1242 Right 11/04/1989 27 ST/LW High / Medium
## 1243 Right 08/23/1993 23 CDM/CM Medium / Medium
## 1244 Right 03/15/1993 24 CB Medium / High
## 1245 Right 09/10/1993 23 RB/RM High / Medium
## 1246 Right 05/28/1994 22 CM/CAM Medium / Medium
## 1247 Right 09/23/1993 23 ST High / Medium
## 1248 Right 05/06/1993 23 CB Medium / High
## 1249 Right 05/09/1991 25 RM/LM Medium / High
## 1250 Right 06/11/1994 22 RB High / Medium
## 1251 Right 03/11/1994 23 RM/LM Medium / Medium
## 1252 Right 03/01/1994 23 CF/LM Medium / Medium
## 1253 Left 01/24/1994 23 RM/CAM Medium / Medium
## 1254 Left 08/03/1993 23 RW/LW High / Medium
## 1255 Right 10/09/1995 21 RB Medium / High
## 1256 Right 05/14/1992 24 RB/RM High / High
## 1257 Right 03/02/1992 25 CB Medium / Medium
## 1258 Right 02/21/1989 28 GK Medium / Medium
## 1259 Right 03/05/1993 24 RB High / Medium
## 1260 Left 05/08/1991 25 ST High / High
## 1261 Right 11/25/1984 32 CB Low / Medium
## 1262 Left 02/04/1993 24 RM/LM Medium / Low
## 1263 Right 09/04/1986 30 RM/CAM/ST High / Medium
## 1264 Right 11/21/1986 30 LW/RW Medium / Medium
## 1265 Right 07/22/1988 28 ST Medium / High
## 1266 Right 11/03/1988 28 CB Low / Medium
## 1267 Right 03/29/1993 24 CM/CDM Medium / Medium
## 1268 Right 07/11/1988 28 CDM Medium / High
## 1269 Left 02/22/1991 26 LB High / Low
## 1270 Left 02/28/1993 24 CB High / Medium
## 1271 Right 09/15/1994 22 LM/RM High / Medium
## 1272 Left 02/07/1993 24 LM High / High
## 1273 Right 04/09/1989 27 CB Medium / Medium
## 1274 Right 03/15/1996 21 RM/LM Medium / Medium
## 1275 Right 04/14/1995 21 CDM/CB Medium / Medium
## 1276 Right 02/14/1993 24 ST Medium / Medium
## 1277 Left 08/30/1996 20 ST/RW Medium / Medium
## 1278 Right 06/03/1989 27 CB Medium / Medium
## 1279 Left 12/28/1995 21 RW/CAM Medium / Medium
## 1280 Right 12/07/1995 21 RW/LW/RM Medium / Medium
## 1281 Right 04/15/1995 21 CDM/CB Medium / High
## 1282 Right 03/15/1994 23 CM/CAM Medium / Medium
## 1283 Right 01/17/1993 24 GK Medium / Medium
## 1284 Left 03/13/1994 23 LM/LB Medium / Medium
## 1285 Left 07/10/1994 22 RM/LM High / Medium
## 1286 Right 01/31/1994 23 CDM/CM Medium / Medium
## 1287 Right 03/02/1994 23 RM/CF Medium / Medium
## 1288 Right 04/07/1993 23 LM Medium / Medium
## 1289 Right 06/17/1991 25 ST High / Medium
## 1290 Right 12/21/1989 27 CAM Medium / Medium
## 1291 Left 02/07/1990 27 ST High / Medium
## 1292 Right 05/05/1994 22 RB/LB High / Medium
## 1293 Right 08/08/1994 22 CB High / Medium
## 1294 Right 11/25/1992 24 CB Medium / Medium
## 1295 Right 09/15/1994 22 CB Medium / Medium
## 1296 Right 07/07/1989 27 CB Medium / Medium
## 1297 Left 08/03/1994 22 LWB/LB High / Medium
## 1298 Right 12/10/1995 21 CAM/CDM Medium / High
## 1299 Right 07/14/1992 24 RM/LM Medium / Low
## 1300 Right 03/05/1993 24 ST Medium / Low
## 1301 Right 12/20/1991 25 CB High / Medium
## 1302 Right 06/13/1993 23 CDM/RM High / High
## 1303 Left 11/26/1988 28 ST/CF High / Medium
## 1304 Right 04/05/1991 25 CDM/CAM High / Medium
## 1305 Right 02/02/1993 24 CDM/CM Medium / Medium
## 1306 Right 03/22/1993 24 CB Medium / Medium
## 1307 Right 07/07/1984 32 CB High / Medium
## 1308 Left 03/10/1993 24 CM Medium / High
## 1309 Right 03/29/1991 26 CM/CDM Medium / Medium
## 1310 Left 02/05/1995 22 LM/CAM Medium / Low
## 1311 Left 03/26/1990 27 CDM/CB Medium / Medium
## 1312 Right 01/01/1993 24 CDM/CM Medium / Medium
## 1313 Right 07/19/1992 24 GK Medium / Medium
## 1314 Left 09/06/1995 21 RW/ST Medium / Medium
## 1315 Left 06/16/1990 26 RM/LM High / Medium
## 1316 Right 01/03/1991 26 ST/LM High / Medium
## 1317 Right 09/08/1994 22 CAM/RW High / Medium
## 1318 Right 02/25/1984 33 RB High / Medium
## 1319 Right 03/12/1992 25 CM High / High
## 1320 Right 10/20/1992 24 LB/RB High / Medium
## 1321 Right 08/06/1993 23 LW High / Medium
## 1322 Right 07/11/1993 23 LM/RM Medium / Medium
## 1323 Left 05/07/1993 23 CB Medium / Medium
## 1324 Right 07/11/1994 22 LW/RW Medium / Low
## 1325 Right 11/01/1994 22 CM/RM/CDM Medium / Medium
## 1326 Left 07/05/1992 24 LB High / Low
## 1327 Right 03/09/1994 23 CDM/CM High / Medium
## 1328 Right 08/01/1988 28 CAM/RM Medium / Medium
## 1329 Left 03/07/1994 23 GK Medium / Medium
## 1330 Right 03/17/1994 23 CAM/RM High / Medium
## 1331 Right 10/31/1990 26 ST High / High
## 1332 Right 03/15/1990 27 CM/RW Medium / Medium
## 1333 Left 04/12/1988 28 CAM/CF High / Medium
## 1334 Right 08/02/1986 30 CB Low / Medium
## 1335 Right 03/21/1992 25 RB High / Medium
## 1336 Right 08/04/1993 23 ST Medium / Medium
## 1337 Right 01/13/1992 25 RB High / Medium
## 1338 Right 11/19/1993 23 LM/RM High / Medium
## 1339 Right 10/28/1990 26 GK Medium / Medium
## 1340 Right 10/15/1996 20 LM/RM High / Medium
## 1341 Right 08/03/1988 28 CB Medium / High
## 1342 Left 11/20/1991 25 RM/LM High / High
## 1343 Left 10/08/1990 26 CM/LM Medium / Medium
## 1344 Right 08/04/1994 22 LM/CAM High / Medium
## 1345 Right 05/22/1992 24 CB Medium / Medium
## 1346 Right 06/17/1992 24 LM/RM High / Low
## 1347 Right 08/21/1989 27 RB/RM High / Medium
## 1348 Right 09/19/1992 24 CAM/CM/LM Medium / Medium
## 1349 Right 10/24/1989 27 GK Medium / Medium
## 1350 Right 03/29/1990 27 RB/RWB High / Medium
## 1351 Right 07/10/1991 25 CB High / Medium
## 1352 Right 09/26/1992 24 RB/RWB High / Medium
## 1353 Left 09/07/1992 24 CB High / Medium
## 1354 Left 01/14/1992 25 LM/LWB High / Medium
## 1355 Right 01/24/1990 27 CB Medium / Medium
## 1356 Right 12/31/1987 29 ST High / Medium
## 1357 Left 02/15/1993 24 CDM/CM High / Medium
## 1358 Right 06/15/1990 26 RM/ST Medium / Medium
## 1359 Left 04/12/1991 25 LB High / Medium
## 1360 Right 09/10/1992 24 CDM/CM Medium / High
## 1361 Right 01/08/1991 26 RM/CM High / Medium
## 1362 Left 12/19/1991 25 RW/LW Medium / Low
## 1363 Right 05/13/1991 25 CAM/RM Medium / Low
## 1364 Right 08/24/1992 24 CAM/CM High / High
## 1365 Right 03/27/1992 25 CDM/CM Medium / High
## 1366 Left 10/17/1989 27 CDM/CB Medium / High
## 1367 Left 09/17/1990 26 RM/CAM Medium / Medium
## 1368 Right 06/06/1989 27 CB/CDM Medium / Medium
## 1369 Left 08/24/1987 29 LM/RM/RW High / High
## 1370 Right 06/17/1989 27 GK Medium / Medium
## 1371 Right 11/11/1989 27 LM/CAM High / Medium
## 1372 Left 09/19/1987 29 CB Medium / High
## 1373 Right 05/09/1988 28 CB Medium / High
## 1374 Right 01/06/1989 28 ST High / Medium
## 1375 Right 02/18/1988 29 CDM/CAM Medium / Medium
## 1376 Right 06/11/1988 28 CB Medium / Medium
## 1377 Left 04/18/1988 28 CB Medium / High
## 1378 Right 08/08/1992 24 ST/LM Medium / Medium
## 1379 Right 10/14/1987 29 CM Medium / High
## 1380 Right 03/24/1990 27 ST/RM Medium / Medium
## 1381 Right 03/06/1989 28 CB Medium / Medium
## 1382 Left 01/26/1989 28 CDM/CM Medium / High
## 1383 Right 04/09/1990 26 CM/LM High / Medium
## 1384 Right 09/11/1991 25 ST/RM High / Medium
## 1385 Right 03/15/1990 27 GK Medium / Medium
## 1386 Right 03/17/1993 24 ST Medium / Medium
## 1387 Right 08/22/1991 25 RM/LM High / Medium
## 1388 Right 02/27/1992 25 ST High / Medium
## 1389 Left 07/12/1992 24 RW/CAM High / Medium
## 1390 Right 05/28/1990 26 LM/RM High / Medium
## 1391 Right 11/01/1984 32 CAM/CM Medium / Medium
## 1392 Left 08/01/1980 36 ST High / Low
## 1393 Right 06/17/1990 26 GK Medium / Medium
## 1394 Right 02/01/1989 28 ST Medium / Medium
## 1395 Left 01/20/1991 26 CAM/CM High / Medium
## 1396 Right 09/15/1990 26 CM/CDM Medium / Medium
## 1397 Left 06/10/1988 28 CB Medium / Medium
## 1398 Right 11/05/1989 27 CB Medium / High
## 1399 Right 08/30/1987 29 CB/RB High / Medium
## 1400 Right 02/13/1991 26 CB Medium / Medium
## 1401 Right 06/26/1991 25 ST High / Medium
## 1402 Right 09/10/1990 26 RB/LB Medium / High
## 1403 Right 08/10/1985 31 CDM Low / High
## 1404 Right 01/18/1992 25 GK Medium / Medium
## 1405 Right 04/29/1989 27 ST/LM High / High
## 1406 Right 12/24/1989 27 ST High / Medium
## 1407 Left 06/06/1990 26 LB High / Medium
## 1408 Right 12/05/1988 28 CDM High / High
## 1409 Right 01/25/1988 29 GK Medium / Medium
## 1410 Right 08/04/1991 25 RM/LM Medium / Medium
## 1411 Left 03/27/1992 25 CB/LB Medium / Medium
## 1412 Left 11/10/1989 27 CB Medium / High
## 1413 Right 06/22/1990 26 RB High / Medium
## 1414 Left 06/17/1992 24 LW High / Medium
## 1415 Right 09/13/1990 26 RW/LW Medium / Low
## 1416 Right 02/11/1990 27 LM High / Medium
## 1417 Left 04/27/1991 25 LB Medium / Medium
## 1418 Right 03/19/1991 26 RW/ST Medium / Low
## 1419 Right 05/25/1985 31 CAM/CM/CDM Medium / Medium
## 1420 Right 10/30/1986 30 RB Medium / Medium
## 1421 Right 03/15/1989 28 CDM/CM Medium / Medium
## 1422 Right 06/15/1991 25 CM/LM High / Medium
## 1423 Right 02/23/1988 29 CB Medium / Medium
## 1424 Right 08/03/1990 26 CDM/RM High / Medium
## 1425 Right 03/04/1987 30 CB Medium / Medium
## 1426 Right 07/12/1987 29 ST High / Low
## 1427 Right 08/15/1984 32 CB Low / Medium
## 1428 Right 07/25/1992 24 CAM/CM High / High
## 1429 Right 04/07/1990 26 RB/CB Medium / Medium
## 1430 Right 08/05/1989 27 CDM/CB High / Medium
## 1431 Right 02/24/1991 26 CB Medium / High
## 1432 Right 05/05/1991 25 GK Medium / Medium
## 1433 Left 12/15/1989 27 LB High / Medium
## 1434 Right 01/02/1991 26 RB/LB High / Medium
## 1435 Right 12/07/1989 27 CM/CDM High / High
## 1436 Right 12/03/1989 27 GK Medium / Medium
## 1437 Right 09/07/1987 29 ST High / Medium
## 1438 Left 03/22/1989 28 LM/RM High / Medium
## 1439 Right 07/07/1987 29 LM/RM High / Medium
## 1440 Right 10/22/1989 27 ST High / Low
## 1441 Left 07/17/1985 31 CB Medium / Medium
## 1442 Right 02/15/1990 27 RB/RWB High / Medium
## 1443 Right 11/07/1984 32 CDM Medium / High
## 1444 Right 12/29/1990 26 LM/CAM High / Medium
## 1445 Left 09/04/1985 31 ST Medium / Medium
## 1446 Right 07/30/1988 28 CM/CAM High / High
## 1447 Right 04/25/1988 28 ST Medium / Low
## 1448 Right 07/02/1986 30 CAM/LM High / Medium
## 1449 Right 04/19/1992 24 LM/CAM Medium / Low
## 1450 Right 03/18/1987 30 CDM Medium / Medium
## 1451 Right 01/28/1989 28 CAM/ST High / Medium
## 1452 Right 04/07/1989 27 ST High / Medium
## 1453 Left 09/10/1989 27 RM High / Medium
## 1454 Right 03/23/1991 26 RM/ST High / Medium
## 1455 Left 06/21/1991 25 LM/RM Medium / Medium
## 1456 Left 02/17/1986 31 CB Medium / Medium
## 1457 Right 09/29/1989 27 CM Medium / Medium
## 1458 Left 09/21/1987 29 CB Medium / High
## 1459 Right 10/21/1988 28 CDM High / Medium
## 1460 Right 08/16/1988 28 ST High / Low
## 1461 Right 02/08/1991 26 RB/CB High / Medium
## 1462 Right 04/28/1988 28 RW/RM High / Low
## 1463 Right 03/14/1990 27 ST High / Medium
## 1464 Right 02/01/1989 28 CB Medium / Medium
## 1465 Right 02/03/1988 29 RB Medium / Medium
## 1466 Right 02/27/1987 30 CAM/LW High / Medium
## 1467 Right 03/18/1987 30 CB/RB Medium / Medium
## 1468 Left 09/25/1984 32 RM/CF/LW High / Medium
## 1469 Left 09/27/1987 29 RW/LW High / Medium
## 1470 Right 10/18/1985 31 GK Medium / Medium
## 1471 Right 03/02/1988 29 ST Medium / Medium
## 1472 Right 12/06/1988 28 ST Medium / Medium
## 1473 Left 03/31/1989 27 ST High / Low
## 1474 Right 01/08/1989 28 CM/CAM Medium / Medium
## 1475 Right 02/07/1987 30 RM/CAM/ST High / Medium
## 1476 Right 11/18/1989 27 LM High / High
## 1477 Left 09/26/1989 27 CB Medium / Medium
## 1478 Left 06/09/1986 30 CB Medium / Medium
## 1479 Right 03/05/1987 30 CB Medium / High
## 1480 Right 02/27/1989 28 CAM/RM Medium / Medium
## 1481 Right 06/18/1987 29 ST Medium / Medium
## 1482 Right 07/28/1989 27 CM/CDM High / Medium
## 1483 Right 08/11/1986 30 CB Medium / High
## 1484 Left 05/05/1985 31 LB/LM High / Medium
## 1485 Right 07/27/1981 35 ST High / Low
## 1486 Right 06/12/1988 28 ST Medium / Medium
## 1487 Right 07/22/1988 28 GK Medium / Medium
## 1488 Right 05/17/1988 28 CB Medium / Medium
## 1489 Left 01/07/1989 28 LB High / Medium
## 1490 Right 04/11/1985 31 CAM/LM Medium / Medium
## 1491 Left 12/05/1988 28 LM/CAM Medium / Medium
## 1492 Right 03/13/1989 28 CAM/LW High / Low
## 1493 Left 05/25/1988 28 CAM/CM/CDM High / Medium
## 1494 Left 08/07/1988 28 LB Medium / Medium
## 1495 Right 03/19/1986 31 CDM/CM Medium / Medium
## 1496 Right 04/03/1986 30 CB Medium / Medium
## 1497 Right 07/02/1987 29 CM/CDM Medium / Medium
## 1498 Right 12/26/1988 28 CDM/CB Medium / High
## 1499 Left 01/31/1988 29 RM/CAM Medium / Low
## 1500 Right 06/10/1987 29 ST/RM High / Medium
## 1501 Right 02/25/1986 31 RM Medium / Medium
## 1502 Left 05/24/1986 30 LB High / Medium
## 1503 Left 05/17/1986 30 LB Medium / Medium
## 1504 Right 05/02/1988 28 CDM/CB Medium / High
## 1505 Right 08/20/1987 29 RM/ST Medium / Medium
## 1506 Right 03/13/1987 30 RB/LB High / High
## 1507 Right 05/23/1986 30 CM Medium / Medium
## 1508 Left 03/30/1983 34 LM Medium / Medium
## 1509 Right 11/06/1989 27 ST Medium / Low
## 1510 Right 03/22/1989 28 ST/CAM High / High
## 1511 Right 09/09/1985 31 CAM/CM Medium / High
## 1512 Right 02/26/1988 29 CM/CDM Medium / High
## 1513 Right 10/16/1982 34 CM/CDM Medium / Medium
## 1514 Left 09/14/1984 32 LM High / Low
## 1515 Right 01/08/1988 29 ST Medium / Medium
## 1516 Right 03/27/1990 27 ST Medium / Medium
## 1517 Right 03/29/1989 28 CB/RB Medium / Medium
## 1518 Left 04/28/1986 30 LB/LM High / Medium
## 1519 Right 06/20/1986 30 CM/CDM Medium / Medium
## 1520 Left 10/23/1984 32 GK Medium / Medium
## 1521 Right 02/01/1989 28 GK Medium / Medium
## 1522 Right 09/24/1985 31 CB Medium / Medium
## 1523 Right 03/06/1986 31 RB High / High
## 1524 Right 04/02/1986 30 CB High / Medium
## 1525 Right 02/09/1984 33 RB/LB High / Medium
## 1526 Right 05/23/1988 28 RB/RM High / Medium
## 1527 Right 02/23/1988 29 LW/RW High / Medium
## 1528 Right 03/25/1989 28 LM High / Medium
## 1529 Right 02/05/1986 31 CB/RB Medium / Medium
## 1530 Right 01/05/1986 31 CF/CAM Medium / Medium
## 1531 Right 07/25/1985 31 ST High / Low
## 1532 Right 01/27/1987 30 RB/CDM Medium / Medium
## 1533 Right 01/28/1987 30 GK Medium / Medium
## 1534 Right 04/08/1986 30 LM High / Medium
## 1535 Left 03/19/1982 35 GK Medium / Medium
## 1536 Right 12/11/1984 32 LM High / Low
## 1537 Right 03/13/1983 34 CM/CDM Medium / High
## 1538 Right 04/26/1986 30 RW/LW Medium / Low
## 1539 Right 05/29/1986 30 LM/CAM Medium / Low
## 1540 Right 09/19/1982 34 GK Medium / Medium
## 1541 Right 07/05/1982 34 CM/CAM High / Medium
## 1542 Right 06/01/1984 32 CAM/CM/CDM Medium / Medium
## 1543 Right 05/12/1986 30 GK Medium / Medium
## 1544 Right 08/31/1985 31 CB Low / Medium
## 1545 Right 05/25/1986 30 CAM/CM Medium / Medium
## 1546 Right 09/25/1985 31 CB Medium / Medium
## 1547 Right 10/07/1984 32 CM Medium / Low
## 1548 Right 04/10/1985 31 RB/LB Medium / Medium
## 1549 Right 07/16/1985 31 CM/CDM Medium / Medium
## 1550 Right 02/28/1981 36 CDM/CM Medium / Medium
## 1551 Right 01/16/1985 32 CB Medium / High
## 1552 Right 03/09/1987 30 CDM/CM Medium / Medium
## 1553 Right 01/12/1984 33 ST High / Medium
## 1554 Right 09/02/1986 30 CDM/CM Medium / High
## 1555 Left 09/04/1986 30 CAM Medium / Medium
## 1556 Right 04/04/1983 33 CM/CDM Medium / Medium
## 1557 Right 03/05/1984 33 ST Medium / Low
## 1558 Right 01/26/1981 36 GK Medium / Medium
## 1559 Left 12/10/1985 31 CM/CAM Medium / Low
## 1560 Right 09/13/1986 30 GK Medium / Medium
## 1561 Right 10/28/1982 34 RB Medium / Medium
## 1562 Right 09/21/1985 31 GK Medium / Medium
## 1563 Left 01/01/1984 33 LM/CM High / Medium
## 1564 Left 06/26/1986 30 CAM/LM/RM Medium / Medium
## 1565 Right 10/18/1979 37 GK Medium / Medium
## 1566 Left 05/20/1982 34 CAM/LM High / Low
## 1567 Right 10/19/1983 33 GK Medium / Medium
## 1568 Right 07/02/1982 34 CF/LM Medium / Medium
## 1569 Right 01/29/1984 33 RM/RB High / Medium
## 1570 Right 12/16/1986 30 GK Medium / Medium
## 1571 Right 05/01/1982 34 CB Low / High
## 1572 Left 07/09/1982 34 CB Low / Medium
## 1573 Right 01/29/1982 35 CDM Medium / High
## 1574 Right 06/10/1981 35 CAM/CM High / Low
## 1575 Right 02/01/1984 33 CM/CDM Medium / High
## 1576 Left 06/25/1983 33 ST Medium / Medium
## 1577 Right 01/07/1977 40 GK Medium / Medium
## 1578 Right 06/25/1983 33 CB High / Medium
## 1579 Right 08/02/1984 32 ST Medium / Medium
## 1580 Left 03/19/1979 38 CM/CF/RW Medium / Medium
## 1581 Left 01/11/1984 33 CDM/CM Medium / Medium
## 1582 Right 08/04/1985 31 CB/RB Medium / Medium
## 1583 Left 12/09/1989 27 LB High / High
## 1584 Left 05/17/1987 29 CB Low / High
## 1585 Left 06/18/1982 34 ST High / Medium
## 1586 Right 03/19/1981 36 CB Medium / Medium
## 1587 Right 06/05/1982 34 CAM/LM Medium / Low
## 1588 Right 12/05/1979 37 CB Low / High
## 1589 Right 02/20/1980 37 GK Medium / Medium
## 1590 Right 07/07/1984 32 CM/CDM Medium / Medium
## 1591 Right 01/07/1985 32 RM/LM Medium / Medium
## 1592 Right 05/28/1983 33 CDM Medium / High
## 1593 Right 03/17/1982 35 LM/CM High / Medium
## 1594 Left 04/03/1983 33 GK Medium / Medium
## 1595 Left 06/11/1981 35 CB Medium / Medium
## 1596 Left 03/10/1983 34 CB Medium / Medium
## 1597 Right 08/23/1983 33 CB Low / High
## 1598 Right 06/17/1979 37 GK Medium / Medium
## 1599 Right 06/09/1979 37 CB Low / High
## 1600 Right 09/22/1982 34 GK Medium / Medium
## 1601 Right 06/26/1981 35 CB Low / High
## 1602 Right 01/02/1997 20 CM/CAM Medium / Medium
## 1603 Left 12/14/1996 20 LM High / Medium
## 1604 Left 04/14/1993 23 CB/LB Low / High
## 1605 Left 12/01/1994 22 LB High / Medium
## 1606 Right 02/06/1992 25 CB Medium / Medium
## 1607 Right 05/31/1997 19 ST/LM High / Medium
## 1608 Right 12/19/1996 20 CM/CDM Medium / Medium
## 1609 Right 02/29/1988 29 CB/CDM Medium / Medium
## 1610 Right 02/29/1992 25 ST Medium / Medium
## 1611 Right 02/29/1988 29 ST High / Medium
## 1612 Right 02/29/1992 25 CAM Medium / Low
## 1613 Left 02/29/1992 25 CAM/CM Medium / Medium
## 1614 Right 02/29/1988 29 CAM/CF High / Low
## 1615 Right 02/29/1992 25 CDM/CM Medium / High
## 1616 Right 02/29/1988 29 CB/CDM Medium / Medium
## 1617 Left 02/29/1984 33 CB/LB Medium / Medium
## 1618 Right 02/29/1984 33 RB/RM Medium / Medium
## 1619 Left 02/29/1988 29 LB/CAM High / Medium
## 1620 Right 02/29/1984 33 GK Medium / Medium
## 1621 Left 02/29/1992 25 CAM/CM High / Low
## 1622 Left 02/29/1988 29 CAM/LW Medium / Medium
## 1623 Left 02/29/1992 25 CDM/CAM Medium / Medium
## 1624 Right 02/29/1988 29 CDM Medium / Medium
## 1625 Right 02/29/1992 25 CB/RB Medium / Medium
## 1626 Left 02/29/1988 29 CB/LB Medium / Medium
## 1627 Right 02/29/1988 29 CB Medium / High
## 1628 Right 02/29/1988 29 RB/RM High / Medium
## 1629 Left 02/29/1992 25 LB/LM Medium / Medium
## 1630 Left 02/29/1984 33 GK Medium / Medium
## 1631 Left 06/11/1995 21 RW/LW High / Medium
## 1632 Right 03/06/1995 22 RM/LM High / Low
## 1633 Right 07/15/1992 24 ST/LM High / High
## 1634 Right 02/14/1996 21 CAM/CM High / High
## 1635 Right 10/06/1997 19 ST Medium / Low
## 1636 Right 02/23/1997 20 RB/LB High / Medium
## 1637 Right 09/18/1998 18 RM/LM Medium / Medium
## 1638 Right 04/29/1997 19 CDM/CM Medium / High
## 1639 Left 01/19/1996 21 CM/LM Medium / Medium
## 1640 Right 11/07/1996 20 CM/CAM High / Medium
## 1641 Left 08/13/1995 21 CB Medium / Medium
## 1642 Right 03/27/1994 23 CDM/CM Medium / Medium
## 1643 Right 02/14/1994 23 CB Medium / Medium
## 1644 Left 06/22/1996 20 CDM/CM Medium / Medium
## 1645 Right 03/24/1996 21 CM/CDM High / Medium
## 1646 Right 03/13/1997 20 CDM/CM Medium / Medium
## 1647 Right 01/21/1996 21 RM/ST Medium / Medium
## 1648 Right 02/11/1996 21 CM Medium / Medium
## 1649 Right 01/05/1989 28 CDM Medium / High
## 1650 Left 01/06/1993 24 LB High / Medium
## 1651 Right 02/09/1995 22 CM/CDM High / High
## 1652 Right 01/02/1992 25 RM/RB High / Medium
## 1653 Right 02/22/1986 31 CM/CDM Medium / High
## 1654 Right 09/16/1996 20 CDM Medium / High
## 1655 Right 12/27/1993 23 CAM High / Medium
## 1656 Right 06/17/1996 20 CM Medium / Medium
## 1657 Left 11/04/1989 27 CB Medium / Medium
## 1658 Right 12/29/1992 24 LM/RM High / Medium
## 1659 Right 02/09/1996 21 ST/LM Medium / Medium
## 1660 Left 04/03/1990 26 GK Medium / Medium
## 1661 Right 09/15/1995 21 ST/CAM Medium / Low
## 1662 Right 03/28/1994 23 ST Medium / Medium
## 1663 Right 11/05/1990 26 GK Medium / Medium
## 1664 Left 06/17/1995 21 CB Medium / High
## 1665 Left 02/23/1993 24 LB/CB Medium / Medium
## 1666 Right 10/10/1992 24 ST Medium / Medium
## 1667 Left 09/01/1995 21 RW/LW/CF High / Medium
## 1668 Right 09/20/1990 26 RM/LM/CAM High / Low
## 1669 Right 01/27/1992 25 RM/RB Medium / Medium
## 1670 Right 04/30/1991 25 RM/LM High / Medium
## 1671 Left 03/09/1994 23 LB High / Medium
## 1672 Right 07/12/1991 25 CM/CDM Medium / Medium
## 1673 Right 01/17/1992 25 RM High / Medium
## 1674 Left 12/31/1987 29 LB High / Medium
## 1675 Left 01/20/1993 24 RM High / Medium
## 1676 Right 04/19/1992 24 CDM Medium / High
## 1677 Right 10/06/1992 24 CB Medium / High
## 1678 Left 07/20/1989 27 CDM/CM Medium / Medium
## 1679 Right 05/07/1995 21 CM/CDM High / Medium
## 1680 Left 03/11/1994 23 LB/LWB High / High
## 1681 Right 11/28/1995 21 RB/CB Medium / Medium
## 1682 Left 09/27/1996 20 LW/RM High / High
## 1683 Right 09/16/1994 22 ST Medium / Medium
## 1684 Right 07/28/1994 22 LM/ST Medium / Medium
## 1685 Left 01/29/1993 24 RM/CM/CAM High / Medium
## 1686 Right 04/25/1994 22 CB/RB Medium / Medium
## 1687 Right 02/22/1987 30 CB Low / Medium
## 1688 Right 04/14/1987 29 ST/RM Medium / Medium
## 1689 Right 06/20/1992 24 CAM/CDM High / Low
## 1690 Right 03/29/1987 30 CB Medium / Medium
## 1691 Right 04/11/1988 28 LB High / Medium
## 1692 Right 05/12/1985 31 CB Medium / Medium
## 1693 Left 06/26/1991 25 LM High / Medium
## 1694 Left 02/02/1990 27 CB Medium / Medium
## 1695 Right 04/02/1991 25 RM/CAM High / Medium
## 1696 Right 10/25/1994 22 CDM/RB Medium / High
## 1697 Right 08/05/1995 21 CM/CDM Medium / Medium
## 1698 Right 03/14/1991 26 ST Medium / Medium
## 1699 Right 12/07/1988 28 ST High / High
## 1700 Left 08/20/1991 25 RM/LM Medium / Medium
## 1701 Left 02/06/1995 22 CDM/CM Medium / High
## 1702 Left 05/05/1987 29 LB High / Medium
## 1703 Left 11/07/1993 23 LB/LM High / Medium
## 1704 Right 04/20/1987 29 ST/LM Medium / Medium
## 1705 Right 10/12/1996 20 CM Medium / Medium
## 1706 Right 08/16/1992 24 CB Medium / High
## 1707 Left 03/09/1989 28 GK Medium / Medium
## 1708 Right 02/02/1995 22 CM/CDM High / High
## 1709 Right 08/06/1994 22 CM/CDM Medium / Medium
## 1710 Left 01/04/1995 22 LW/CAM Medium / Low
## 1711 Right 07/25/1995 21 GK Medium / Medium
## 1712 Right 07/23/1989 27 CAM/LM Medium / Medium
## 1713 Left 03/22/1994 23 LB/LW High / Medium
## 1714 Left 11/03/1991 25 LM/CAM High / Medium
## 1715 Left 06/12/1993 23 LB High / Medium
## 1716 Right 11/27/1990 26 LM/RM Medium / Medium
## 1717 Right 12/16/1994 22 CDM/CM/CAM Medium / Medium
## 1718 Left 09/16/1988 28 CB/CDM Medium / High
## 1719 Right 03/14/1988 29 CDM/CM Medium / High
## 1720 Right 03/20/1994 23 RM/LM High / Medium
## 1721 Left 02/23/1991 26 LW/RW High / Low
## 1722 Left 02/18/1995 22 CB/CDM Medium / Medium
## 1723 Right 06/18/1988 28 GK Medium / Medium
## 1724 Right 02/08/1988 29 CB Medium / Medium
## 1725 Right 04/18/1990 26 ST Medium / Medium
## 1726 Right 08/31/1991 25 CAM/RM High / Medium
## 1727 Right 10/09/1993 23 ST/CAM Medium / Medium
## 1728 Right 09/01/1988 28 CB Medium / Medium
## 1729 Right 10/15/1992 24 CB Medium / Medium
## 1730 Right 09/09/1993 23 CB Medium / Medium
## 1731 Right 11/20/1989 27 ST/RM Medium / Low
## 1732 Left 04/17/1995 21 CM Medium / Medium
## 1733 Right 01/13/1991 26 RB High / Medium
## 1734 Right 03/15/1991 26 CB Medium / Medium
## 1735 Right 04/07/1991 25 CDM/CM Medium / Medium
## 1736 Right 01/15/1986 31 CDM/CM Medium / Medium
## 1737 Right 06/06/1994 22 GK Medium / Medium
## 1738 Right 01/20/1995 22 CB/RB Low / High
## 1739 Right 03/18/1994 23 GK Medium / Medium
## 1740 Right 08/26/1993 23 ST Medium / Low
## 1741 Right 10/20/1990 26 ST/LM Medium / Medium
## 1742 Left 01/10/1992 25 RM/CM High / Medium
## 1743 Right 01/29/1993 24 CAM/CM Medium / Low
## 1744 Right 03/17/1994 23 CDM/CM Medium / High
## 1745 Right 02/26/1993 24 CB Medium / Medium
## 1746 Right 03/10/1989 28 RB/CB Medium / Medium
## 1747 Right 01/01/1991 26 CB Low / Medium
## 1748 Left 08/10/1990 26 ST/LM Medium / Low
## 1749 Right 05/19/1990 26 RW/ST High / Medium
## 1750 Right 04/09/1992 24 GK Medium / Medium
## 1751 Right 11/07/1993 23 ST/LW Medium / Medium
## 1752 Left 03/06/1994 23 CM/CAM Medium / Medium
## 1753 Right 12/18/1989 27 RM/LM High / Medium
## 1754 Right 06/09/1994 22 LW High / Low
## 1755 Right 09/20/1991 25 CM/CDM High / Medium
## 1756 Left 03/03/1991 26 CM/CAM High / Medium
## 1757 Left 06/21/1992 24 ST High / Low
## 1758 Right 10/31/1990 26 CDM Low / Medium
## 1759 Right 12/25/1992 24 CDM/CM Medium / Medium
## 1760 Right 10/29/1987 29 ST Medium / Medium
## 1761 Left 06/17/1991 25 ST/CF High / Medium
## 1762 Right 03/24/1992 25 CM/CDM Medium / Medium
## 1763 Left 01/06/1993 24 LB High / High
## 1764 Left 06/16/1991 25 RM/LM High / Low
## 1765 Left 11/16/1993 23 LB High / Medium
## 1766 Right 11/15/1992 24 ST High / Medium
## 1767 Right 11/21/1991 25 CDM/CM High / High
## 1768 Right 01/10/1989 28 CM/CDM Medium / High
## 1769 Right 02/13/1986 31 CB Medium / Medium
## 1770 Right 07/12/1991 25 ST/CAM High / Medium
## 1771 Right 02/27/1993 24 ST/CF High / Medium
## 1772 Right 02/02/1993 24 CAM/CM Medium / Low
## 1773 Left 02/02/1991 26 LB Medium / Medium
## 1774 Right 01/21/1990 27 CM/CAM Medium / Medium
## 1775 Right 06/28/1987 29 ST/LM High / Low
## 1776 Right 03/23/1992 25 CDM/CM High / High
## 1777 Left 06/10/1991 25 LB/CB Medium / High
## 1778 Left 03/04/1991 26 LB Medium / Medium
## 1779 Right 08/26/1992 24 GK Medium / Medium
## 1780 Right 11/21/1991 25 CB High / Medium
## 1781 Left 02/01/1991 26 CB/LB Medium / Medium
## 1782 Right 10/04/1991 25 CB High / Medium
## 1783 Right 09/27/1991 25 CM/CDM High / High
## 1784 Right 02/26/1992 25 GK Medium / Medium
## 1785 Right 06/09/1989 27 RB High / Medium
## 1786 Right 09/24/1991 25 CDM/CM Medium / High
## 1787 Right 11/12/1991 25 ST Medium / Medium
## 1788 Left 03/17/1991 26 LB/LM High / Medium
## 1789 Left 05/20/1990 26 ST Medium / Low
## 1790 Right 09/09/1988 28 RB Medium / Medium
## 1791 Right 11/15/1991 25 CB Medium / Medium
## 1792 Right 02/29/1992 25 CM High / Medium
## 1793 Right 03/06/1994 23 RM/ST High / Medium
## 1794 Right 11/11/1989 27 CB Medium / Medium
## 1795 Right 10/24/1989 27 RB High / Medium
## 1796 Right 12/15/1991 25 ST Medium / Medium
## 1797 Right 03/08/1991 26 RM/LW High / Low
## 1798 Right 06/02/1992 24 CM Medium / Medium
## 1799 Right 01/23/1990 27 RB/LB Medium / Medium
## 1800 Right 05/20/1993 23 CAM/LW High / Medium
## 1801 Right 05/01/1989 27 CB Medium / Medium
## 1802 Right 01/07/1990 27 RB High / Medium
## 1803 Right 02/05/1990 27 RB Medium / High
## 1804 Right 09/14/1991 25 RM/LM High / Low
## 1805 Right 02/22/1985 32 RW/RB High / High
## 1806 Right 11/25/1990 26 GK Medium / Medium
## 1807 Right 08/29/1985 31 CB/RB Medium / Medium
## 1808 Right 01/12/1992 25 ST/LM High / High
## 1809 Right 09/12/1986 30 LB/RB High / High
## 1810 Right 10/09/1991 25 ST High / High
## 1811 Right 01/30/1992 25 CAM/LW Medium / Low
## 1812 Right 08/18/1985 31 CAM/CM High / Medium
## 1813 Right 12/29/1991 25 CB Medium / High
## 1814 Right 03/08/1990 27 CAM/LM Medium / Medium
## 1815 Left 08/03/1989 27 CB/LB Medium / High
## 1816 Right 03/03/1989 28 CDM Medium / Medium
## 1817 Right 11/05/1991 25 RW High / Medium
## 1818 Left 08/12/1990 26 LB/LM High / Medium
## 1819 Right 04/19/1991 25 CB Medium / High
## 1820 Right 10/17/1989 27 ST/CAM High / Medium
## 1821 Right 01/13/1989 28 LM/ST High / Medium
## 1822 Right 08/17/1990 26 CM/CDM High / Medium
## 1823 Right 12/02/1990 26 CM/CDM High / High
## 1824 Right 05/19/1988 28 RM/ST High / Medium
## 1825 Right 04/13/1991 25 ST High / Medium
## 1826 Right 06/06/1990 26 GK Medium / Medium
## 1827 Left 01/16/1989 28 RM/CDM/LM Medium / Medium
## 1828 Right 05/27/1987 29 CDM/CM Medium / High
## 1829 Right 11/09/1990 26 CAM/CDM High / Medium
## 1830 Right 08/24/1988 28 CB Medium / Medium
## 1831 Left 01/16/1987 30 LB/CDM Low / Medium
## 1832 Right 05/18/1990 26 CF/CAM/RM Medium / Medium
## 1833 Right 03/27/1988 29 RB/RWB High / Medium
## 1834 Right 05/06/1992 24 LM/CAM Medium / Medium
## 1835 Right 09/09/1987 29 RWB/RM Medium / Medium
## 1836 Left 02/11/1987 30 CB/LB Low / High
## 1837 Right 10/28/1989 27 CB/RB High / Medium
## 1838 Right 12/05/1991 25 RB/RM High / Medium
## 1839 Right 03/19/1987 30 RM/LM High / Low
## 1840 Right 06/13/1991 25 CDM/CAM High / Medium
## 1841 Left 02/13/1989 28 ST High / Medium
## 1842 Right 08/28/1990 26 RM High / Medium
## 1843 Right 05/25/1986 30 CB/RB/CM Medium / Medium
## 1844 Left 11/02/1987 29 LB High / Medium
## 1845 Left 02/15/1991 26 CDM/CM Medium / High
## 1846 Right 03/27/1987 30 ST High / Low
## 1847 Left 01/24/1991 26 RM/RW High / Medium
## 1848 Right 09/12/1989 27 RM/CAM High / Medium
## 1849 Right 06/05/1987 29 CB/RB Medium / Medium
## 1850 Right 07/09/1990 26 LB/RB High / High
## 1851 Right 02/01/1990 27 ST High / Medium
## 1852 Right 05/26/1987 29 LM/RM High / High
## 1853 Right 06/15/1988 28 GK Medium / Medium
## 1854 Right 08/17/1988 28 RB/CDM High / Medium
## 1855 Right 07/14/1988 28 LM/ST Medium / Low
## 1856 Right 10/23/1990 26 CB Medium / High
## 1857 Right 11/14/1989 27 CM/CB Medium / Medium
## 1858 Right 07/17/1988 28 LB/CDM High / Medium
## 1859 Right 08/15/1988 28 LW/RW High / Low
## 1860 Left 01/09/1985 32 CM Medium / Medium
## 1861 Left 01/30/1989 28 LB/LM/LW High / Medium
## 1862 Right 05/18/1986 30 CB Medium / High
## 1863 Right 11/03/1987 29 ST/CF High / Medium
## 1864 Left 08/08/1990 26 ST Medium / Low
## 1865 Right 02/21/1987 30 CM/CDM High / High
## 1866 Right 11/18/1989 27 RM/RW Medium / Medium
## 1867 Left 07/25/1990 26 LM/CM/CAM Medium / Medium
## 1868 Right 12/15/1988 28 LM/ST High / Medium
## 1869 Right 06/28/1988 28 CB/RB Medium / Medium
## 1870 Right 03/13/1991 26 RM/LM Medium / Medium
## 1871 Left 07/05/1988 28 LB High / Medium
## 1872 Right 05/09/1988 28 CAM/ST High / Low
## 1873 Right 01/07/1991 26 CM/CAM High / Medium
## 1874 Right 03/13/1987 30 GK Medium / Medium
## 1875 Right 10/10/1990 26 CB Medium / Medium
## 1876 Left 01/22/1987 30 LB/LWB High / Low
## 1877 Right 03/16/1989 28 CDM/CM High / High
## 1878 Left 10/13/1984 32 CAM/LM/CM High / Low
## 1879 Right 11/11/1988 28 RB High / Medium
## 1880 Left 09/28/1987 29 ST Medium / Medium
## 1881 Left 03/03/1988 29 CB Medium / Medium
## 1882 Right 10/29/1989 27 RB/LB Medium / Medium
## 1883 Right 12/24/1986 30 RB Medium / Medium
## 1884 Left 08/29/1990 26 LB High / Low
## 1885 Right 01/23/1989 28 CB Medium / Medium
## 1886 Right 08/12/1989 27 CAM/RM Medium / Low
## Weak_foot Skill_Moves Ball_Control Dribbling Marking Sliding_Tackle
## 1 4 5 93 92 22 23
## 2 4 4 95 97 13 26
## 3 5 5 95 96 21 33
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## 1706 72 49 67 40 70 60
## 1707 23 50 22 16 23 24
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## 1709 71 73 60 70 78 75
## 1710 20 70 74 76 64 61
## 1711 22 33 30 18 35 29
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## 1720 34 69 61 67 70 69
## 1721 18 65 71 65 67 53
## 1722 76 53 68 64 75 72
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## 1725 35 63 68 56 64 35
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## 1753 58 62 68 76 73 70
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## 1755 62 81 75 64 82 66
## 1756 71 74 74 66 75 74
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## 1763 76 70 65 72 74 69
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## 1796 29 56 76 45 65 33
## 1797 52 69 64 71 69 64
## 1798 57 77 73 76 78 75
## 1799 71 59 57 69 73 61
## 1800 23 72 70 64 72 52
## 1801 77 40 61 57 70 58
## 1802 71 59 64 74 66 61
## 1803 75 51 71 67 70 71
## 1804 35 70 68 70 68 62
## 1805 68 71 69 78 72 68
## 1806 22 36 32 15 35 26
## 1807 74 62 75 59 71 77
## 1808 29 73 73 65 72 61
## 1809 72 66 74 75 67 64
## 1810 23 63 70 67 68 52
## 1811 38 75 71 66 75 68
## 1812 54 73 68 70 76 76
## 1813 75 43 77 45 66 65
## 1814 56 72 61 73 75 73
## 1815 74 50 71 66 67 69
## 1816 77 69 73 62 75 72
## 1817 35 74 65 66 68 64
## 1818 72 67 68 75 67 59
## 1819 72 35 74 40 68 60
## 1820 60 73 73 71 73 75
## 1821 48 74 73 78 76 74
## 1822 74 70 71 68 77 74
## 1823 74 70 73 69 76 72
## 1824 35 69 67 70 68 58
## 1825 29 58 67 31 62 37
## 1826 13 49 50 18 32 40
## 1827 76 73 71 75 76 75
## 1828 80 67 69 53 74 72
## 1829 69 74 65 58 74 67
## 1830 69 50 65 23 63 52
## 1831 74 67 74 71 74 73
## 1832 31 77 75 42 76 49
## 1833 74 65 70 75 74 73
## 1834 34 73 72 72 74 70
## 1835 69 67 72 78 77 68
## 1836 73 51 75 66 66 66
## 1837 73 69 70 72 74 69
## 1838 69 69 66 75 72 68
## 1839 37 69 63 71 75 70
## 1840 68 75 71 70 82 75
## 1841 21 50 68 60 67 51
## 1842 30 63 65 68 72 65
## 1843 78 74 61 64 73 65
## 1844 68 62 64 77 74 62
## 1845 69 79 72 64 80 77
## 1846 30 55 67 27 64 49
## 1847 48 70 44 73 70 63
## 1848 40 68 35 75 73 72
## 1849 76 53 67 39 74 80
## 1850 73 66 73 71 71 70
## 1851 32 66 71 58 69 57
## 1852 58 69 67 66 74 67
## 1853 30 49 58 20 41 32
## 1854 68 70 72 76 75 76
## 1855 49 73 61 69 72 64
## 1856 79 44 70 46 65 63
## 1857 76 73 79 65 78 75
## 1858 65 59 65 76 70 66
## 1859 30 68 72 70 69 61
## 1860 71 78 73 70 78 79
## 1861 70 75 72 77 75 74
## 1862 76 41 67 47 72 70
## 1863 14 74 78 73 73 59
## 1864 24 57 74 46 65 47
## 1865 78 72 73 70 76 75
## 1866 54 72 66 75 72 70
## 1867 69 69 65 74 74 69
## 1868 22 67 63 73 71 63
## 1869 75 47 72 69 69 64
## 1870 28 68 63 77 66 65
## 1871 71 66 68 77 72 73
## 1872 18 75 76 72 74 68
## 1873 59 77 74 74 79 80
## 1874 21 21 33 19 27 22
## 1875 76 48 66 32 60 65
## 1876 74 77 80 80 76 77
## 1877 74 70 73 69 79 72
## 1878 43 75 76 73 73 75
## 1879 73 59 69 71 73 66
## 1880 48 62 74 48 66 55
## 1881 70 74 70 61 79 78
## 1882 77 68 73 73 70 69
## 1883 72 59 68 74 74 68
## 1884 67 64 65 62 73 74
## 1885 72 49 73 54 69 61
## 1886 21 74 78 76 72 71
## Acceleration Speed Stamina Strength Balance Agility Jumping Heading
## 1 91 92 92 80 63 90 95 85
## 2 92 87 74 59 95 90 68 71
## 3 93 90 79 49 82 96 61 62
## 4 88 77 89 76 60 86 69 77
## 5 58 61 44 83 35 52 78 25
## 6 56 56 25 64 43 57 67 21
## 7 79 82 79 84 79 78 84 85
## 8 93 95 78 80 65 77 85 86
## 9 69 74 75 93 41 86 72 80
## 10 46 52 38 70 45 61 68 13
## 11 74 81 75 91 54 58 75 86
## 12 93 87 77 65 90 92 59 57
## 13 77 71 83 58 94 93 67 55
## 14 77 68 68 56 70 84 52 54
## 15 79 81 73 85 69 75 77 80
## 16 72 76 74 81 68 75 93 82
## 17 77 78 84 81 60 80 92 90
## 18 92 86 74 73 90 86 80 68
## 19 75 79 91 91 61 79 85 73
## 20 87 86 75 61 80 90 87 80
## 21 76 78 85 73 75 78 65 53
## 22 89 91 73 67 82 87 72 51
## 23 88 84 85 72 87 90 85 70
## 24 55 37 78 74 62 70 34 54
## 25 62 67 69 80 58 63 89 92
## 26 62 65 66 85 58 64 68 90
## 27 65 63 41 43 54 55 74 10
## 28 69 79 69 91 65 59 89 80
## 29 68 67 79 59 93 82 72 63
## 30 65 75 64 84 49 63 76 82
## 31 42 50 32 65 34 49 51 19
## 32 49 43 39 69 49 55 75 13
## 33 74 73 64 59 86 82 54 54
## 34 43 60 41 78 49 67 76 15
## 35 77 75 68 70 73 82 54 62
## 36 95 96 79 77 69 80 77 79
## 37 65 75 73 85 55 61 85 84
## 38 77 74 93 79 77 75 82 81
## 39 67 65 76 63 66 71 51 58
## 40 72 65 68 56 88 92 66 54
## 41 54 57 41 71 36 42 78 10
## 42 56 73 69 83 44 58 74 83
## 43 87 86 68 65 91 89 61 51
## 44 91 86 81 65 85 91 75 68
## 45 72 64 77 56 94 87 64 55
## 46 86 86 87 69 77 82 82 75
## 47 86 84 85 63 83 88 72 53
## 48 46 52 43 68 44 52 73 13
## 49 76 79 90 67 72 77 81 82
## 50 53 33 88 77 55 58 66 68
## 51 77 68 74 59 85 90 75 58
## 52 93 93 90 66 86 90 81 63
## 53 89 77 79 61 91 91 59 47
## 54 86 86 78 64 79 90 72 53
## 55 76 78 85 91 52 58 64 82
## 56 76 79 90 74 59 82 88 88
## 57 81 78 94 78 84 81 76 59
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## 1360 68 75 69 74 75 78 82 67
## 1361 74 73 87 59 82 77 66 45
## 1362 79 72 66 56 70 83 66 50
## 1363 79 77 73 38 72 81 61 48
## 1364 49 48 78 69 58 60 53 72
## 1365 69 68 76 78 62 72 74 70
## 1366 54 56 79 77 52 55 78 59
## 1367 68 71 75 61 80 76 52 57
## 1368 50 53 72 84 55 51 61 73
## 1369 81 81 75 49 82 79 53 53
## 1370 40 37 22 51 38 39 70 11
## 1371 77 75 69 65 77 82 64 47
## 1372 59 65 70 87 32 62 74 68
## 1373 48 52 63 84 34 40 52 83
## 1374 80 75 74 67 75 82 80 71
## 1375 57 66 66 70 79 76 54 57
## 1376 55 53 52 76 65 55 74 79
## 1377 66 73 66 83 52 53 85 75
## 1378 76 78 69 72 74 73 74 66
## 1379 62 60 65 78 60 69 68 67
## 1380 82 82 72 59 73 83 76 69
## 1381 50 52 62 83 34 46 58 85
## 1382 70 68 80 75 76 73 73 44
## 1383 71 75 79 73 63 66 61 57
## 1384 77 77 74 74 72 81 72 76
## 1385 34 34 44 77 45 43 70 8
## 1386 71 78 69 77 60 72 76 74
## 1387 79 80 72 60 90 85 63 51
## 1388 93 90 77 81 79 81 66 62
## 1389 89 79 69 49 92 93 54 42
## 1390 83 86 71 67 76 78 62 60
## 1391 55 53 66 59 73 83 54 53
## 1392 69 68 71 81 69 72 72 70
## 1393 49 52 30 72 41 47 64 12
## 1394 67 69 73 75 69 67 66 60
## 1395 74 70 81 65 73 80 60 58
## 1396 69 71 81 64 67 71 72 46
## 1397 32 34 64 90 31 34 78 80
## 1398 58 66 84 80 57 51 74 71
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## 1400 55 69 65 90 34 55 55 70
## 1401 91 91 79 79 76 72 70 65
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## 1404 51 46 29 54 33 54 76 11
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## 1409 45 34 42 80 55 54 62 14
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## 1411 54 68 74 68 66 62 83 70
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## 1413 75 75 72 66 75 68 74 60
## 1414 85 84 91 47 85 84 73 47
## 1415 93 93 74 65 77 82 34 40
## 1416 92 91 75 33 92 91 76 47
## 1417 84 79 83 63 72 79 72 66
## 1418 85 83 75 67 59 82 74 73
## 1419 69 69 72 62 68 79 53 55
## 1420 76 74 78 66 77 74 64 42
## 1421 68 76 71 84 59 56 62 67
## 1422 68 67 86 74 73 68 72 53
## 1423 46 55 61 90 36 49 66 74
## 1424 69 69 75 70 73 73 78 58
## 1425 54 53 64 79 56 58 76 75
## 1426 74 75 73 91 31 60 34 77
## 1427 53 54 78 80 57 70 72 71
## 1428 62 68 88 78 60 68 84 72
## 1429 65 64 77 71 75 68 84 66
## 1430 69 72 74 72 65 67 69 67
## 1431 77 78 82 83 64 63 81 76
## 1432 51 51 31 58 38 48 58 10
## 1433 78 78 83 57 90 78 85 58
## 1434 76 79 78 76 58 68 74 65
## 1435 69 67 90 68 76 74 73 61
## 1436 58 56 35 63 43 35 68 16
## 1437 79 77 73 76 80 79 72 66
## 1438 84 84 73 52 77 83 53 22
## 1439 88 87 64 59 81 92 65 54
## 1440 84 83 76 78 68 84 83 74
## 1441 54 55 61 79 54 49 83 74
## 1442 85 92 87 75 76 88 85 61
## 1443 73 68 86 75 80 78 80 64
## 1444 76 71 72 65 75 77 41 57
## 1445 78 78 76 76 74 78 76 73
## 1446 76 74 80 43 84 85 56 64
## 1447 50 53 70 92 50 41 68 79
## 1448 81 77 74 62 73 82 58 63
## 1449 78 80 76 78 72 78 78 54
## 1450 63 65 75 84 43 62 75 78
## 1451 66 64 83 74 60 67 80 82
## 1452 66 78 72 77 59 67 61 75
## 1453 78 76 81 59 84 74 72 38
## 1454 79 77 75 66 64 78 71 75
## 1455 84 77 60 65 81 86 80 67
## 1456 54 52 75 86 33 32 34 78
## 1457 77 77 77 69 74 75 68 56
## 1458 70 50 74 80 69 63 80 70
## 1459 77 72 76 68 69 74 83 66
## 1460 54 68 72 78 39 61 77 83
## 1461 75 78 79 80 58 64 78 77
## 1462 94 96 76 66 80 86 64 53
## 1463 66 69 75 82 55 58 70 85
## 1464 55 66 71 90 48 51 63 78
## 1465 81 81 75 74 69 74 83 69
## 1466 86 78 69 34 94 86 55 56
## 1467 77 79 81 82 52 55 76 75
## 1468 78 77 85 60 90 80 52 39
## 1469 86 79 78 60 78 84 62 60
## 1470 43 40 35 69 40 48 62 19
## 1471 64 74 67 84 56 54 65 78
## 1472 59 63 68 75 56 65 66 82
## 1473 79 86 80 73 74 82 70 70
## 1474 65 69 86 72 69 73 67 71
## 1475 83 85 84 55 84 89 70 53
## 1476 80 78 85 61 77 79 60 42
## 1477 62 67 70 76 51 59 73 79
## 1478 50 53 63 79 47 53 74 77
## 1479 65 68 68 92 45 53 84 74
## 1480 75 73 74 64 79 77 77 66
## 1481 64 61 66 79 58 67 70 79
## 1482 55 54 78 75 57 66 66 60
## 1483 39 40 69 85 32 33 34 77
## 1484 73 68 73 57 77 72 51 65
## 1485 78 77 65 85 63 77 79 80
## 1486 49 53 56 89 50 58 69 85
## 1487 49 52 35 68 39 45 73 13
## 1488 54 68 63 75 61 60 73 75
## 1489 68 63 79 79 69 69 72 72
## 1490 74 75 65 51 80 80 67 53
## 1491 79 86 68 60 77 80 55 47
## 1492 79 73 61 32 90 85 67 42
## 1493 61 64 73 64 66 67 65 70
## 1494 67 69 78 76 57 65 68 73
## 1495 57 60 79 86 67 64 80 72
## 1496 66 67 79 79 60 68 72 71
## 1497 60 55 53 68 67 69 57 59
## 1498 62 65 87 80 62 58 66 68
## 1499 86 86 63 50 79 84 69 61
## 1500 79 82 86 75 64 69 90 77
## 1501 81 82 71 76 65 78 74 47
## 1502 78 85 90 68 73 67 67 66
## 1503 75 74 77 76 76 71 81 65
## 1504 66 61 68 71 66 65 86 72
## 1505 79 86 68 64 72 77 76 74
## 1506 75 73 78 67 71 73 66 71
## 1507 67 68 78 62 41 64 64 60
## 1508 71 75 74 78 62 75 77 55
## 1509 69 69 74 86 46 75 73 76
## 1510 62 62 85 60 73 74 70 72
## 1511 66 66 77 69 63 67 76 69
## 1512 64 66 69 56 78 76 62 52
## 1513 60 53 75 62 70 79 65 70
## 1514 75 71 60 57 81 76 68 55
## 1515 77 75 66 68 64 77 74 68
## 1516 65 67 68 76 53 69 61 81
## 1517 55 56 75 76 53 51 74 78
## 1518 69 75 76 69 58 69 75 68
## 1519 68 66 68 64 78 74 54 48
## 1520 50 45 25 78 48 58 61 20
## 1521 29 34 25 67 30 32 51 17
## 1522 36 33 59 86 34 34 64 74
## 1523 87 85 90 67 67 72 82 68
## 1524 33 50 74 80 56 56 76 75
## 1525 78 81 82 67 86 78 50 60
## 1526 74 76 78 79 58 69 78 79
## 1527 82 78 75 43 90 91 76 68
## 1528 89 88 81 57 80 88 64 68
## 1529 67 65 69 74 56 62 79 71
## 1530 76 74 73 48 80 78 60 46
## 1531 77 80 77 70 75 79 90 74
## 1532 77 73 75 59 73 81 74 57
## 1533 38 33 32 76 31 28 52 16
## 1534 82 81 58 65 81 76 53 57
## 1535 52 55 40 72 30 25 70 11
## 1536 79 82 74 59 84 78 70 56
## 1537 69 75 78 72 68 69 55 60
## 1538 75 66 63 49 77 80 68 43
## 1539 75 77 54 81 58 67 68 75
## 1540 46 44 20 72 58 60 75 12
## 1541 53 54 75 70 63 75 60 65
## 1542 79 77 79 73 90 86 71 70
## 1543 59 60 30 68 63 69 83 12
## 1544 48 46 62 83 37 36 68 75
## 1545 69 68 77 59 77 77 51 54
## 1546 68 74 66 77 60 65 86 80
## 1547 49 36 54 86 60 55 35 61
## 1548 64 76 78 82 57 58 77 63
## 1549 66 59 78 61 59 63 33 47
## 1550 47 35 72 70 63 51 49 59
## 1551 73 72 77 81 69 63 90 76
## 1552 64 55 74 66 74 74 76 68
## 1553 69 73 68 77 64 79 81 74
## 1554 69 69 92 75 66 67 70 63
## 1555 74 68 68 65 72 76 63 63
## 1556 68 63 73 56 82 73 81 63
## 1557 55 58 65 86 34 59 62 81
## 1558 47 41 25 60 60 65 79 13
## 1559 55 46 65 77 68 63 66 69
## 1560 54 77 34 62 28 44 71 11
## 1561 64 55 75 76 55 68 75 76
## 1562 40 41 24 62 45 44 58 13
## 1563 73 73 80 75 74 73 67 57
## 1564 72 74 74 66 83 74 73 41
## 1565 35 38 28 69 35 39 52 12
## 1566 66 61 64 48 85 78 33 43
## 1567 58 55 38 70 53 50 69 12
## 1568 75 70 56 55 82 72 69 55
## 1569 76 77 73 70 65 76 63 53
## 1570 58 55 43 74 65 57 82 12
## 1571 44 46 66 87 32 34 33 80
## 1572 34 54 55 91 34 30 72 74
## 1573 66 48 73 68 67 75 77 65
## 1574 68 61 40 67 75 71 44 56
## 1575 55 53 76 70 59 62 70 83
## 1576 49 53 63 92 41 48 31 81
## 1577 49 39 39 63 63 59 75 21
## 1578 52 54 66 78 57 46 82 74
## 1579 67 69 56 66 78 73 93 88
## 1580 69 63 54 44 91 79 50 33
## 1581 38 32 72 67 65 59 48 63
## 1582 55 62 68 79 58 57 76 80
## 1583 82 80 82 64 78 76 70 60
## 1584 67 54 83 86 53 59 80 72
## 1585 60 66 61 78 60 68 78 80
## 1586 63 65 66 84 67 31 72 76
## 1587 66 68 68 91 75 63 65 61
## 1588 50 34 67 79 33 34 72 83
## 1589 37 39 31 69 40 40 73 11
## 1590 53 55 53 67 60 75 68 66
## 1591 71 74 69 73 87 82 71 34
## 1592 42 34 76 73 71 66 75 65
## 1593 74 64 66 57 84 81 60 56
## 1594 49 53 31 77 28 40 74 13
## 1595 55 55 55 75 65 51 75 74
## 1596 46 50 62 82 42 34 65 80
## 1597 47 34 67 85 34 33 62 81
## 1598 58 59 41 62 57 59 70 13
## 1599 30 34 55 78 34 30 74 76
## 1600 35 45 30 77 27 35 55 14
## 1601 34 34 49 76 50 60 80 78
## 1602 74 75 68 59 58 59 56 56
## 1603 85 80 76 40 82 86 35 28
## 1604 34 56 61 87 29 28 69 70
## 1605 74 73 78 64 66 55 55 70
## 1606 66 64 62 78 56 46 85 78
## 1607 85 83 64 65 62 86 61 64
## 1608 73 75 82 81 73 67 79 68
## 1609 49 60 61 83 53 51 51 73
## 1610 59 77 83 77 60 63 69 72
## 1611 68 77 64 67 69 78 82 73
## 1612 79 82 55 59 78 81 69 56
## 1613 66 68 61 55 81 82 46 44
## 1614 83 77 73 64 74 79 64 60
## 1615 68 70 87 72 61 61 73 72
## 1616 61 67 52 89 41 44 57 75
## 1617 76 78 61 77 59 60 76 75
## 1618 81 82 77 61 77 72 51 68
## 1619 88 82 84 67 83 87 64 60
## 1620 34 38 41 81 41 31 67 10
## 1621 81 72 71 54 67 82 51 51
## 1622 86 78 67 48 88 89 44 44
## 1623 71 72 74 66 77 78 52 71
## 1624 62 78 85 82 69 67 71 73
## 1625 56 61 61 76 63 54 82 72
## 1626 55 64 54 84 48 46 68 77
## 1627 41 51 57 91 38 32 58 77
## 1628 71 77 77 61 72 81 65 66
## 1629 74 83 73 63 76 81 63 66
## 1630 41 46 32 60 48 58 69 12
## 1631 74 78 59 75 56 74 71 74
## 1632 90 88 70 66 83 88 62 45
## 1633 79 77 76 50 79 78 73 64
## 1634 79 75 87 68 69 74 64 59
## 1635 73 78 63 79 67 68 72 68
## 1636 77 75 74 68 69 75 65 58
## 1637 88 87 67 48 83 90 83 39
## 1638 72 71 81 84 68 65 82 74
## 1639 82 83 75 64 74 76 62 59
## 1640 78 76 76 50 92 90 62 52
## 1641 73 72 65 72 65 66 75 69
## 1642 68 69 70 75 53 69 62 74
## 1643 58 66 75 71 64 51 78 76
## 1644 64 68 72 74 54 64 68 79
## 1645 85 87 87 50 82 91 85 41
## 1646 65 66 74 69 67 68 73 61
## 1647 90 86 78 45 81 90 59 45
## 1648 79 75 79 64 93 85 31 32
## 1649 67 66 78 77 65 64 61 69
## 1650 79 77 75 56 87 81 70 65
## 1651 65 69 77 77 54 68 69 65
## 1652 82 83 74 58 79 78 80 52
## 1653 59 59 89 71 67 72 69 58
## 1654 63 63 79 71 68 62 66 56
## 1655 79 80 69 67 73 82 70 67
## 1656 84 78 88 74 86 82 78 56
## 1657 54 51 72 82 57 59 68 75
## 1658 86 90 68 63 90 84 58 41
## 1659 84 83 82 68 69 83 67 72
## 1660 30 35 32 68 22 25 69 15
## 1661 83 81 64 58 82 82 76 74
## 1662 76 74 67 75 60 69 72 70
## 1663 58 58 59 68 59 60 72 16
## 1664 74 69 65 74 54 51 68 70
## 1665 74 82 92 76 70 69 74 69
## 1666 55 57 63 80 48 66 56 78
## 1667 80 84 60 63 78 79 62 69
## 1668 72 69 68 53 87 78 55 28
## 1669 82 81 75 62 82 72 86 69
## 1670 85 86 72 81 66 75 68 64
## 1671 79 79 77 64 75 77 81 68
## 1672 66 67 89 82 67 59 64 68
## 1673 91 88 76 59 74 85 74 64
## 1674 80 78 83 76 61 73 72 64
## 1675 83 75 62 39 83 80 62 53
## 1676 79 75 87 79 78 77 73 52
## 1677 55 65 62 84 44 50 76 74
## 1678 63 68 80 66 58 59 70 62
## 1679 77 75 79 79 69 74 63 58
## 1680 79 85 81 68 72 83 55 67
## 1681 75 69 73 76 65 67 81 75
## 1682 86 86 72 70 78 82 71 68
## 1683 57 68 67 84 48 61 81 84
## 1684 85 85 59 66 59 78 67 64
## 1685 77 74 80 65 76 83 58 42
## 1686 66 66 65 77 71 65 81 72
## 1687 30 34 62 91 29 28 34 82
## 1688 73 71 77 73 67 74 76 74
## 1689 78 76 70 55 86 88 79 50
## 1690 37 37 53 86 52 47 90 77
## 1691 85 85 89 60 84 84 82 62
## 1692 63 66 64 83 52 54 69 78
## 1693 89 92 72 63 70 88 56 51
## 1694 60 62 69 83 46 46 49 68
## 1695 93 91 74 68 93 93 84 49
## 1696 79 79 90 75 76 76 81 58
## 1697 68 68 78 75 75 73 64 60
## 1698 70 74 72 73 68 74 73 77
## 1699 51 66 83 90 35 38 68 82
## 1700 90 91 71 59 69 85 62 56
## 1701 74 70 81 72 74 73 78 73
## 1702 87 83 78 60 69 77 73 56
## 1703 85 83 75 76 74 77 69 60
## 1704 90 88 79 68 83 91 75 62
## 1705 76 75 77 74 70 74 81 63
## 1706 52 54 72 84 51 55 85 79
## 1707 42 48 35 67 45 55 69 24
## 1708 74 73 82 65 79 75 80 57
## 1709 73 72 75 65 75 74 55 63
## 1710 86 84 68 62 57 78 48 57
## 1711 54 52 44 35 57 52 62 15
## 1712 80 76 67 64 80 81 32 40
## 1713 77 79 74 48 79 83 73 59
## 1714 86 87 81 64 85 86 84 61
## 1715 86 89 88 69 76 86 66 58
## 1716 87 86 81 64 79 86 65 56
## 1717 73 68 70 69 72 74 53 42
## 1718 44 50 79 86 44 52 75 66
## 1719 77 74 88 63 92 80 79 55
## 1720 85 86 77 63 83 86 73 56
## 1721 93 93 73 33 92 91 59 55
## 1722 77 79 75 76 63 66 77 69
## 1723 50 55 43 57 55 70 83 20
## 1724 79 69 69 69 61 59 72 73
## 1725 88 76 78 77 68 72 70 74
## 1726 74 72 74 55 78 78 60 51
## 1727 78 80 66 57 72 83 71 52
## 1728 32 47 67 92 26 36 68 73
## 1729 40 66 59 89 40 37 83 82
## 1730 54 61 73 74 64 55 74 74
## 1731 84 79 76 55 83 86 78 55
## 1732 70 67 74 60 80 73 54 58
## 1733 80 78 77 68 66 76 76 56
## 1734 64 73 77 83 59 42 64 77
## 1735 62 65 89 76 60 60 65 70
## 1736 68 69 81 70 74 63 62 74
## 1737 43 41 24 73 57 60 71 18
## 1738 58 70 75 74 67 66 71 68
## 1739 41 43 38 67 45 55 71 12
## 1740 72 76 68 77 61 62 78 73
## 1741 86 83 66 61 80 84 71 68
## 1742 94 89 56 45 92 88 67 50
## 1743 76 69 64 71 81 78 31 59
## 1744 73 74 82 85 52 68 72 71
## 1745 67 70 68 76 53 61 70 72
## 1746 84 74 75 64 78 79 80 56
## 1747 66 62 67 77 31 39 73 81
## 1748 85 81 79 61 76 77 82 77
## 1749 88 95 79 83 54 79 77 68
## 1750 25 21 43 57 57 24 77 18
## 1751 75 77 73 81 62 68 45 66
## 1752 75 67 85 60 90 75 46 56
## 1753 86 83 85 64 76 83 79 60
## 1754 77 78 70 65 68 77 56 55
## 1755 62 60 77 50 82 76 60 39
## 1756 79 75 81 63 87 77 67 33
## 1757 84 83 78 74 80 81 75 70
## 1758 67 69 76 69 70 70 85 67
## 1759 83 78 84 68 91 89 55 53
## 1760 77 80 79 58 82 82 88 73
## 1761 92 82 65 52 72 82 48 61
## 1762 74 74 72 74 78 73 60 48
## 1763 87 86 79 74 74 76 73 67
## 1764 73 67 67 59 69 75 58 43
## 1765 85 81 86 66 79 77 74 54
## 1766 87 86 73 74 77 78 83 70
## 1767 68 53 92 65 85 88 82 55
## 1768 69 69 79 86 62 66 64 65
## 1769 64 68 55 80 52 50 72 71
## 1770 76 79 72 68 75 78 68 67
## 1771 78 79 72 66 76 80 86 76
## 1772 75 76 69 58 76 77 48 49
## 1773 67 74 76 77 62 65 76 77
## 1774 81 77 72 34 90 91 63 51
## 1775 73 76 76 75 63 79 74 73
## 1776 59 63 88 75 60 65 74 70
## 1777 79 79 78 84 58 69 88 74
## 1778 79 76 80 66 81 72 86 61
## 1779 24 34 28 62 28 22 64 12
## 1780 54 65 70 82 44 52 64 75
## 1781 65 64 67 78 52 62 82 73
## 1782 64 76 78 83 67 70 82 75
## 1783 54 66 89 84 58 63 69 75
## 1784 37 35 30 67 34 36 64 14
## 1785 77 76 83 70 65 69 77 69
## 1786 66 55 75 84 59 60 67 65
## 1787 55 69 69 86 55 55 83 80
## 1788 73 75 83 75 69 67 80 59
## 1789 69 73 73 92 31 38 54 80
## 1790 79 79 79 74 70 75 78 64
## 1791 52 62 67 84 54 55 75 74
## 1792 76 74 76 68 76 76 76 54
## 1793 89 85 73 45 84 90 48 33
## 1794 68 78 81 88 42 52 80 78
## 1795 89 88 84 64 82 78 83 57
## 1796 53 65 62 90 54 46 77 79
## 1797 84 83 72 64 74 80 73 58
## 1798 64 66 63 60 67 66 46 53
## 1799 78 82 87 71 72 73 83 65
## 1800 77 74 67 51 79 76 75 66
## 1801 53 60 65 78 61 54 83 71
## 1802 79 85 77 69 63 71 67 67
## 1803 72 77 78 77 72 66 68 70
## 1804 87 85 73 51 85 82 63 49
## 1805 83 83 85 70 80 77 70 63
## 1806 52 51 35 76 46 44 73 11
## 1807 67 69 69 75 73 73 76 69
## 1808 61 71 78 85 39 58 71 76
## 1809 89 79 84 58 91 89 81 55
## 1810 75 72 76 82 69 73 71 70
## 1811 78 77 64 61 78 78 73 50
## 1812 75 67 69 56 83 86 58 59
## 1813 68 76 77 82 57 64 74 74
## 1814 83 78 73 50 80 91 42 58
## 1815 67 72 83 72 67 63 72 67
## 1816 68 64 73 68 76 73 63 57
## 1817 91 90 74 28 91 85 57 21
## 1818 83 84 83 83 53 68 66 55
## 1819 67 53 68 81 70 56 71 71
## 1820 61 66 74 76 45 74 62 70
## 1821 70 63 71 62 74 76 60 69
## 1822 68 68 84 84 68 68 82 70
## 1823 86 78 88 66 82 88 90 70
## 1824 92 91 72 60 70 86 89 58
## 1825 62 71 60 90 53 53 64 77
## 1826 41 35 30 69 44 31 63 20
## 1827 69 70 73 73 66 70 70 66
## 1828 65 62 74 73 73 57 71 50
## 1829 79 72 83 77 76 85 81 68
## 1830 67 66 75 78 62 74 85 74
## 1831 75 72 73 65 78 78 73 57
## 1832 75 74 64 64 76 79 78 70
## 1833 76 77 69 50 75 77 72 61
## 1834 79 76 66 37 82 83 54 41
## 1835 77 78 83 70 61 72 81 70
## 1836 64 67 69 85 46 48 54 78
## 1837 73 68 73 78 65 70 72 72
## 1838 85 82 80 66 79 83 60 60
## 1839 80 79 69 58 79 83 76 57
## 1840 68 68 80 60 77 74 48 55
## 1841 65 73 65 82 57 58 85 79
## 1842 90 92 75 63 78 87 69 50
## 1843 72 74 90 72 72 66 78 68
## 1844 78 77 86 77 76 72 73 60
## 1845 54 55 78 84 50 50 78 78
## 1846 51 58 63 90 37 49 42 82
## 1847 90 84 72 65 75 83 76 58
## 1848 83 86 83 73 66 76 50 50
## 1849 38 35 75 81 45 54 65 71
## 1850 85 79 81 59 84 83 72 56
## 1851 67 63 75 68 59 70 56 68
## 1852 77 77 84 59 83 84 48 66
## 1853 56 43 44 70 40 45 76 17
## 1854 69 75 85 72 61 76 73 70
## 1855 78 87 79 78 65 75 91 77
## 1856 76 75 74 79 64 67 85 76
## 1857 68 68 85 77 73 65 72 69
## 1858 85 85 83 62 76 77 76 68
## 1859 88 84 72 47 76 90 51 33
## 1860 66 64 56 70 80 74 60 72
## 1861 79 74 79 72 73 76 76 68
## 1862 34 53 61 90 33 32 54 79
## 1863 93 91 77 52 95 93 73 49
## 1864 87 85 71 80 68 84 74 73
## 1865 78 74 89 68 82 76 68 59
## 1866 70 69 70 75 55 71 73 74
## 1867 89 87 86 72 83 83 83 47
## 1868 84 85 60 56 77 81 56 58
## 1869 67 77 75 84 53 55 75 78
## 1870 90 88 74 78 71 81 51 50
## 1871 83 78 82 75 79 77 71 53
## 1872 70 68 47 57 72 74 67 62
## 1873 60 55 58 71 68 76 65 71
## 1874 39 47 28 67 43 47 72 12
## 1875 64 64 60 74 66 58 76 76
## 1876 75 80 83 59 72 76 73 75
## 1877 78 76 87 69 76 76 70 68
## 1878 84 79 69 55 90 82 34 45
## 1879 76 75 74 68 71 71 73 70
## 1880 69 69 69 79 64 66 76 80
## 1881 59 55 69 75 63 62 82 73
## 1882 68 69 77 78 63 66 66 75
## 1883 77 76 82 67 74 76 84 80
## 1884 89 88 85 65 78 77 86 64
## 1885 69 73 65 77 71 72 83 73
## 1886 84 80 64 71 78 76 86 38
## Shot_Power Finishing Long_Shots Curve Freekick_Accuracy Penalties
## 1 92 93 90 81 76 85
## 2 85 95 88 89 90 74
## 3 78 89 77 79 84 81
## 4 87 94 86 86 84 85
## 5 25 13 16 14 11 47
## 6 31 13 12 21 19 40
## 7 86 91 82 77 76 81
## 8 91 87 90 86 85 76
## 9 93 90 88 82 82 91
## 10 36 14 17 19 11 27
## 11 79 34 58 56 31 46
## 12 79 81 82 82 79 86
## 13 73 71 82 79 77 80
## 14 70 75 76 84 79 67
## 15 86 92 80 74 62 70
## 16 78 38 71 61 73 71
## 17 79 60 55 73 67 68
## 18 87 90 84 82 72 80
## 19 90 71 88 82 82 76
## 20 81 88 82 84 75 71
## 21 85 83 86 81 84 77
## 22 87 84 85 90 84 84
## 23 84 85 81 78 78 77
## 24 87 75 88 85 84 73
## 25 67 42 43 49 51 50
## 26 71 55 51 65 53 68
## 27 23 10 14 11 10 40
## 28 78 33 49 60 31 50
## 29 57 47 65 77 59 69
## 30 63 46 56 44 47 57
## 31 21 12 11 13 19 23
## 32 39 15 13 20 13 22
## 33 65 73 74 80 70 71
## 34 22 11 12 13 14 11
## 35 86 82 91 87 86 81
## 36 81 88 79 78 74 82
## 37 74 37 65 56 61 70
## 38 84 77 85 76 68 84
## 39 84 83 88 88 84 78
## 40 71 70 74 83 77 77
## 41 22 10 19 12 14 23
## 42 62 64 51 58 43 69
## 43 86 84 88 86 83 80
## 44 82 88 88 88 82 84
## 45 66 52 58 73 64 64
## 46 83 63 83 78 83 80
## 47 87 77 75 83 64 72
## 48 23 9 14 9 8 23
## 49 77 87 80 81 59 60
## 50 61 60 54 66 68 60
## 51 75 69 82 83 77 75
## 52 64 73 66 77 64 59
## 53 79 73 85 84 79 64
## 54 87 74 79 83 72 73
## 55 84 89 72 62 59 76
## 56 85 85 78 75 74 84
## 57 84 76 86 73 68 63
## 58 83 67 66 80 67 59
## 59 82 65 82 78 78 78
## 60 70 43 41 32 39 49
## 61 83 87 77 79 73 82
## 62 77 76 75 77 81 80
## 63 76 76 73 83 81 78
## 64 78 77 82 86 78 80
## 65 54 27 39 50 31 60
## 66 86 88 80 71 66 82
## 67 81 87 74 74 78 84
## 68 21 15 13 11 15 25
## 69 88 87 76 64 66 80
## 70 78 75 80 85 87 67
## 71 77 69 74 81 74 76
## 72 86 45 66 63 69 60
## 73 71 75 80 80 85 60
## 74 79 70 84 86 91 79
## 75 75 80 70 84 84 81
## 76 76 55 63 61 45 52
## 77 78 76 83 90 91 76
## 78 80 77 81 80 77 78
## 79 79 44 44 37 35 38
## 80 79 78 82 80 72 70
## 81 74 65 66 65 52 56
## 82 21 11 11 17 12 25
## 83 54 32 47 22 49 51
## 84 71 59 60 74 75 65
## 85 75 45 55 61 52 63
## 86 70 45 47 62 77 35
## 87 84 78 75 81 78 74
## 88 64 41 36 72 47 45
## 89 76 77 73 79 75 72
## 90 52 40 53 46 54 43
## 91 81 89 70 58 45 78
## 92 68 71 79 78 75 61
## 93 72 79 80 86 74 76
## 94 84 71 81 85 76 59
## 95 43 10 12 30 10 26
## 96 24 10 14 24 66 23
## 97 69 53 56 50 39 44
## 98 66 58 52 55 47 54
## 99 78 64 75 68 67 69
## 100 78 57 72 78 59 59
## 101 57 11 20 35 26 39
## 102 88 72 84 81 78 77
## 103 85 68 78 75 74 77
## 104 72 73 74 88 72 71
## 105 84 66 81 72 77 75
## 106 83 78 80 73 76 76
## 107 77 56 71 70 76 75
## 108 84 70 80 68 68 69
## 109 62 48 31 38 52 56
## 110 24 11 9 18 11 21
## 111 24 14 23 23 22 15
## 112 74 65 77 83 81 67
## 113 59 49 24 34 27 41
## 114 24 13 11 13 12 11
## 115 86 60 78 78 74 70
## 116 73 72 77 81 64 73
## 117 76 42 55 63 50 60
## 118 83 85 80 61 54 77
## 119 86 82 85 80 85 89
## 120 55 33 48 46 43 46
## 121 72 37 48 36 44 38
## 122 72 65 66 49 49 54
## 123 24 15 17 19 20 24
## 124 77 72 73 74 67 66
## 125 80 68 73 82 68 55
## 126 53 33 35 49 32 31
## 127 78 88 70 72 58 79
## 128 63 55 63 66 50 60
## 129 85 75 78 70 58 57
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## [ reached getOption("max.print") -- omitted 15702 rows ]nrow(soccer_positioncleaned)## [1] 7434soccer_positioncleaned <- soccer_positioncleaned[!(soccer_positioncleaned$Club_Position==""), ]
nrow(soccer_positioncleaned)## [1] 3656levels(as.factor(soccer_positioncleaned$Club_Position))## [1] "CAM" "CB" "CDM" "CF" "CM" "GK" "LAM" "LB" "LCB" "LCM" "LDM"
## [12] "LF" "LM" "LS" "LW" "LWB" "RAM" "RB" "RCB" "RCM" "RDM" "RF"
## [23] "RM" "RS" "RW" "RWB" "ST"soccer_positioncleaned$Club_Position[grepl("CAM", soccer_positioncleaned$Club_Position)] <- "Midfielder"
soccer_positioncleaned$Club_Position[grepl("CDM", soccer_positioncleaned$Club_Position)] <- "Midfielder"
soccer_positioncleaned$Club_Position[grepl("CM", soccer_positioncleaned$Club_Position)] <- "Midfielder"
soccer_positioncleaned$Club_Position[grepl("LAM", soccer_positioncleaned$Club_Position)] <- "Midfielder"
soccer_positioncleaned$Club_Position[grepl("LCM", soccer_positioncleaned$Club_Position)] <- "Midfielder"
soccer_positioncleaned$Club_Position[grepl("LDM", soccer_positioncleaned$Club_Position)] <- "Midfielder"
soccer_positioncleaned$Club_Position[grepl("LM", soccer_positioncleaned$Club_Position)] <- "Midfielder"
soccer_positioncleaned$Club_Position[grepl("RAM", soccer_positioncleaned$Club_Position)] <- "Midfielder"
soccer_positioncleaned$Club_Position[grepl("RCM", soccer_positioncleaned$Club_Position)] <- "Midfielder"
soccer_positioncleaned$Club_Position[grepl("RDM", soccer_positioncleaned$Club_Position)] <- "Midfielder"
soccer_positioncleaned$Club_Position[grepl("RM", soccer_positioncleaned$Club_Position)] <- "Midfielder"
soccer_positioncleaned$Club_Position[grepl("CB", soccer_positioncleaned$Club_Position)] <- "Defense"
soccer_positioncleaned$Club_Position[grepl("LB", soccer_positioncleaned$Club_Position)] <- "Defense"
soccer_positioncleaned$Club_Position[grepl("LCB", soccer_positioncleaned$Club_Position)] <- "Defense"
soccer_positioncleaned$Club_Position[grepl("LWB", soccer_positioncleaned$Club_Position)] <- "Defense"
soccer_positioncleaned$Club_Position[grepl("RB", soccer_positioncleaned$Club_Position)] <- "Defense"
soccer_positioncleaned$Club_Position[grepl("RCB", soccer_positioncleaned$Club_Position)] <- "Defense"
soccer_positioncleaned$Club_Position[grepl("RWB", soccer_positioncleaned$Club_Position)] <- "Defense"
soccer_positioncleaned$Club_Position[grepl("GK", soccer_positioncleaned$Club_Position)] <- "Goalkeeper"
soccer_positioncleaned$Club_Position[grepl("CF", soccer_positioncleaned$Club_Position)] <- "Attacker"
soccer_positioncleaned$Club_Position[grepl("LF", soccer_positioncleaned$Club_Position)] <- "Attacker"
soccer_positioncleaned$Club_Position[grepl("LS", soccer_positioncleaned$Club_Position)] <- "Attacker"
soccer_positioncleaned$Club_Position[grepl("LW", soccer_positioncleaned$Club_Position)] <- "Attacker"
soccer_positioncleaned$Club_Position[grepl("RF", soccer_positioncleaned$Club_Position)] <- "Attacker"
soccer_positioncleaned$Club_Position[grepl("RS", soccer_positioncleaned$Club_Position)] <- "Attacker"
soccer_positioncleaned$Club_Position[grepl("RW", soccer_positioncleaned$Club_Position)] <- "Attacker"
soccer_positioncleaned$Club_Position[grepl("ST", soccer_positioncleaned$Club_Position)] <- "Attacker"
levels(as.factor(soccer_positioncleaned$Club_Position))## [1] "Attacker" "Defense" "Goalkeeper" "Midfielder"Comment:
The one player who currently does not have club position is Didier Drogba. He is not belonged to any club at that moment when the FIFA made ratings. However, since I know him a striker, I will record him as a striker.
As we found above, there are 30 different positions shown. However, “Sub” and “Res” are not really the position we can deal with. The one way to deal with this problem is to assign the rows of “Sub” and “Res” players (for club position), and try to find the natioanl positions of these players.
After that, I can combine CB, LB, LCB, LWB, RB, RCB, and RWB into defense position. I can combine CAM, CDM, CM, LAM, LCM, LDM, LM, RAM, RCM, RDM, and RM into midfielder position. I can combine CF, LF, LS, LW, RF, RS, RW, and ST.
\(\\\)
\(\\\)
\(\\\)
Multivariate tests
Test:
My null hypotheses \(H_0\) are: (\(\mu\) and \(\beta\) are means for each group. For example, \(\mu_{11}\) will be the mean of both first level of both factors)
\(H_0^{int}\): \(\mu_{11}\ =\ \mu_{21}\ =\ \mu_{31}\ =\ \mu_{41}\ =\ \mu_{21}\ =\ \mu_{22}\ =\ \mu_{23}\ =\ \mu_{24}\ =\ 0\) (no interaction effect)
\(H_0^{fac1}\): \(\mu_1\ =\ \mu_2\ =\ \mu_3\ = \mu_4\ =\ 0\)
\(H_0^{fac2}\): \(\beta_1\ =\ \beta_2\ =\ 0\) (I am following the notations from the textbook)
Test statistics for each \(H_0\) are (where \(\Lambda^*\) is Wilk’s lambda and SSP = Sum of Squares and cross Products):
\(\Lambda_{int}^*\ =\ \frac{SSP_{res}}{SSP_{int}\ +\ SSP_{res}}\)
\(\Lambda_{fac1}^*\ =\ \frac{SSP_{res}}{SSP_{fac1}\ +\ SSP_{res}}\)
\(\Lambda_{fac2}^*\ =\ \frac{SSP_{res}}{SSP_{fac2}\ +\ SSP_{res}}\)
I will do a test for interaction before the tests for main factor effects, because if interaction effects exist, the factor effects do not have a clear interpretation. Thus, we do not need to proceed additional multivariate tests (pg.316)
soccer.manova <- manova(cbind(Rating, Age) ~ as.factor(Club_Position) * as.factor(Preffered_Foot),
data = soccer_positioncleaned)
summary.manova(soccer.manova, test = "Wilks")## Df Wilks approx F
## as.factor(Club_Position) 3 0.95995 25.0976
## as.factor(Preffered_Foot) 1 0.99788 3.8678
## as.factor(Club_Position):as.factor(Preffered_Foot) 3 0.99648 2.1463
## Residuals 3648
## num Df den Df Pr(>F)
## as.factor(Club_Position) 6 7294 < 2e-16
## as.factor(Preffered_Foot) 2 3647 0.02099
## as.factor(Club_Position):as.factor(Preffered_Foot) 6 7294 0.04515
## Residuals
##
## as.factor(Club_Position) ***
## as.factor(Preffered_Foot) *
## as.factor(Club_Position):as.factor(Preffered_Foot) *
## Residuals
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1summary.aov(soccer.manova, test = "Wilks")## Response Rating :
## Df Sum Sq Mean Sq
## as.factor(Club_Position) 3 1260 419.98
## as.factor(Preffered_Foot) 1 15 14.76
## as.factor(Club_Position):as.factor(Preffered_Foot) 3 174 58.02
## Residuals 3648 125462 34.39
## F value Pr(>F)
## as.factor(Club_Position) 12.2117 5.993e-08 ***
## as.factor(Preffered_Foot) 0.4291 0.5125
## as.factor(Club_Position):as.factor(Preffered_Foot) 1.6869 0.1676
## Residuals
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Response Age :
## Df Sum Sq Mean Sq
## as.factor(Club_Position) 3 1783 594.36
## as.factor(Preffered_Foot) 1 105 105.11
## as.factor(Club_Position):as.factor(Preffered_Foot) 3 109 36.30
## Residuals 3648 57985 15.90
## F value Pr(>F)
## as.factor(Club_Position) 37.3930 < 2e-16 ***
## as.factor(Preffered_Foot) 6.6127 0.01016 *
## as.factor(Club_Position):as.factor(Preffered_Foot) 2.2834 0.07701 .
## Residuals
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1plot1 <- lm(Rating ~ ., data = soccer_positioncleaned[,-c(1,2,3,5,8,11,12,14,16,17)])
crPlot(plot1, variable = "Age")
plot(soccer_positioncleaned$Rating, soccer_positioncleaned$Age)
\(\\\)
\(\\\)
\(\\\)
Linear Regression
(b)
soccer$Height <- as.character(soccer$Height)
soccer$Height <- as.numeric(substr(soccer$Height, 1,3))
soccer$Weight <- as.character(soccer$Weight)
soccer$Weight <- as.numeric(substr(soccer$Weight, 1,2))
a <- names(soccer)[c(1:8,13,14,16,17) ]
formula <- paste(a, collapse = " - ")
formula <- paste("Rating ~. -", formula)
formula <- as.formula(formula)
lmfit <- lm(formula, data = soccer)
summary(lmfit)##
## Call:
## lm(formula = formula, data = soccer)
##
## Residuals:
## Min 1Q Median 3Q Max
## -9.0853 -1.7691 0.0305 1.7416 13.7478
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 1.016e+02 1.090e+02 0.932 0.351772
## Contract_Expiry -4.783e-02 5.373e-02 -0.890 0.373625
## Height 2.827e-02 2.547e-02 1.110 0.267408
## Weight 2.026e-02 2.051e-02 0.988 0.323516
## Age -3.613e-02 2.639e-02 -1.369 0.171329
## Weak_foot 1.091e-01 1.205e-01 0.905 0.365693
## Skill_Moves 9.184e-01 1.858e-01 4.944 8.95e-07 ***
## Ball_Control 1.373e-01 2.083e-02 6.588 7.07e-11 ***
## Dribbling 2.512e-02 1.770e-02 1.419 0.156257
## Marking -2.711e-02 1.619e-02 -1.674 0.094394 .
## Sliding_Tackle 2.619e-02 1.793e-02 1.461 0.144348
## Standing_Tackle 4.545e-02 1.883e-02 2.413 0.015982 *
## Aggression -6.374e-05 9.087e-03 -0.007 0.994404
## Reactions 3.849e-01 1.638e-02 23.500 < 2e-16 ***
## Attacking_Position -5.958e-02 1.323e-02 -4.504 7.41e-06 ***
## Interceptions -2.431e-02 1.319e-02 -1.843 0.065663 .
## Vision -2.057e-02 1.169e-02 -1.760 0.078668 .
## Composure 7.975e-02 1.102e-02 7.236 9.00e-13 ***
## Crossing -1.575e-03 1.151e-02 -0.137 0.891180
## Short_Pass 7.323e-02 2.017e-02 3.631 0.000296 ***
## Long_Pass 1.151e-02 1.505e-02 0.764 0.444768
## Acceleration 2.489e-02 1.864e-02 1.335 0.182161
## Speed 1.689e-02 1.737e-02 0.972 0.331058
## Stamina -1.441e-02 1.175e-02 -1.226 0.220610
## Strength 3.492e-02 1.207e-02 2.895 0.003877 **
## Balance -9.942e-03 1.293e-02 -0.769 0.442133
## Agility 1.790e-02 1.301e-02 1.376 0.169141
## Jumping 1.398e-02 9.300e-03 1.503 0.133052
## Heading 7.721e-02 1.106e-02 6.980 5.27e-12 ***
## Shot_Power 2.194e-02 1.242e-02 1.767 0.077581 .
## Finishing -2.083e-03 1.392e-02 -0.150 0.881087
## Long_Shots -2.653e-02 1.369e-02 -1.937 0.052971 .
## Curve -1.889e-03 1.194e-02 -0.158 0.874330
## Freekick_Accuracy 2.100e-02 9.540e-03 2.201 0.027953 *
## Penalties -8.935e-03 1.025e-02 -0.871 0.383708
## Volleys 8.667e-03 1.165e-02 0.744 0.457269
## GK_Positioning 2.915e-02 2.429e-02 1.200 0.230337
## GK_Diving 2.824e-02 2.472e-02 1.142 0.253548
## GK_Kicking 6.343e-02 2.219e-02 2.859 0.004340 **
## GK_Handling 1.110e-01 2.410e-02 4.605 4.64e-06 ***
## GK_Reflexes 6.201e-02 2.437e-02 2.545 0.011075 *
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 2.66 on 1034 degrees of freedom
## (16513 observations deleted due to missingness)
## Multiple R-squared: 0.8592, Adjusted R-squared: 0.8538
## F-statistic: 157.8 on 40 and 1034 DF, p-value: < 2.2e-16(a)
plot(soccer[,10], soccer[,19])
plot(soccer[,10], soccer[,20])
plot(soccer[,10], soccer[,26], xlab = names(soccer)[10] , ylab = names(soccer)[26])
plot(soccer[,10], soccer[,27], xlab = names(soccer)[10] , ylab = names(soccer)[27])
plot(soccer[,10], soccer[,30], xlab = names(soccer)[10] , ylab = names(soccer)[30])
(c)
plot(x = lmfit$fitted.values, y = lmfit$residuals, xlab = "fitted_values", ylab = "residuals")
(d)
cooks <- data.frame(x = as.numeric(names(cooks.distance(lmfit))), cooks_distance = cooks.distance(lmfit))
as.numeric(names(cooks.distance(lmfit)))## [1] 1 2 3 4 5 6 7 8 10 11 12
## [12] 14 15 16 17 18 20 21 23 24 25 26
## [23] 27 28 30 32 33 34 35 37 38 40 42
## [34] 43 44 45 46 48 49 50 51 52 53 54
## [45] 55 56 57 58 60 65 66 69 70 72 73
## [56] 76 77 78 79 81 83 84 85 87 88 92
## [67] 93 94 95 97 98 101 102 103 108 109 112
## [78] 115 116 117 120 121 122 124 125 126 127 128
## [89] 130 131 132 133 135 137 138 139 142 143 144
## [100] 146 148 149 151 152 154 155 156 159 163 164
## [111] 165 166 168 169 170 171 175 178 179 181 184
## [122] 186 187 188 189 190 191 192 194 198 199 200
## [133] 205 210 212 217 218 221 222 223 225 228 229
## [144] 230 231 236 237 240 243 244 245 247 248 251
## [155] 252 255 257 258 260 263 265 266 267 269 270
## [166] 272 280 289 290 292 293 297 299 300 301 303
## [177] 306 307 310 312 315 318 321 322 323 325 328
## [188] 330 331 333 334 338 341 342 345 347 349 356
## [199] 357 362 363 368 379 389 390 391 393 398 400
## [210] 401 402 406 408 410 416 420 422 423 426 428
## [221] 430 432 435 437 441 442 455 456 460 467 473
## [232] 478 481 483 485 487 492 494 496 497 498 506
## [243] 509 510 511 517 519 520 529 530 535 537 543
## [254] 544 546 547 554 555 560 570 574 575 579 581
## [265] 582 584 588 589 596 601 605 607 611 612 620
## [276] 627 629 633 634 637 647 653 656 658 660 663
## [287] 664 670 684 693 699 700 701 706 708 709 710
## [298] 712 715 727 730 739 741 743 744 745 747 748
## [309] 749 752 757 759 765 770 771 772 774 775 779
## [320] 785 786 788 800 813 814 818 819 830 831 833
## [331] 834 841 843 844 849 853 854 855 867 869 877
## [342] 879 880 886 890 898 908 910 924 927 931 934
## [353] 939 940 941 944 950 956 958 962 963 967 980
## [364] 982 1000 1005 1008 1019 1020 1024 1031 1036 1037 1038
## [375] 1046 1062 1066 1068 1074 1085 1093 1098 1104 1106 1112
## [386] 1113 1115 1125 1126 1130 1132 1137 1140 1145 1152 1160
## [397] 1162 1164 1169 1170 1171 1172 1174 1202 1235 1236 1241
## [408] 1242 1250 1272 1276 1289 1300 1301 1320 1327 1330 1337
## [419] 1343 1344 1350 1353 1354 1370 1377 1382 1391 1392 1396
## [430] 1400 1405 1432 1438 1439 1440 1443 1453 1458 1461 1464
## [441] 1467 1473 1474 1477 1481 1482 1486 1500 1503 1509 1511
## [452] 1513 1520 1521 1527 1532 1545 1547 1553 1554 1558 1560
## [463] 1566 1571 1572 1575 1576 1588 1597 1598 1604 1607 1608
## [474] 1635 1637 1639 1645 1677 1678 1680 1693 1697 1706 1707
## [485] 1720 1726 1731 1739 1754 1766 1768 1770 1779 1784 1805
## [496] 1807 1835 1838 1845 1852 1853 1864 1865 1876 1877 1883
## [507] 1885 1887 1888 1893 1899 1903 1914 1916 1925 1927 1932
## [518] 1936 1938 1954 1964 1970 1992 1997 1998 2001 2021 2035
## [529] 2081 2082 2090 2092 2105 2112 2162 2165 2169 2175 2181
## [540] 2183 2204 2205 2210 2230 2232 2234 2235 2241 2246 2248
## [551] 2256 2259 2266 2270 2282 2286 2287 2302 2305 2316 2322
## [562] 2325 2332 2333 2339 2343 2348 2352 2356 2377 2383 2385
## [573] 2391 2393 2399 2403 2410 2413 2420 2424 2425 2428 2451
## [584] 2459 2467 2485 2494 2495 2498 2499 2539 2550 2552 2565
## [595] 2574 2577 2626 2630 2633 2638 2653 2665 2676 2682 2707
## [606] 2709 2718 2735 2738 2742 2743 2745 2750 2751 2752 2768
## [617] 2777 2781 2787 2790 2800 2804 2810 2812 2814 2818 2819
## [628] 2826 2830 2835 2845 2869 2872 2873 2880 2881 2895 2902
## [639] 2903 2904 2916 2917 2918 2935 2958 2970 2980 2983 2985
## [650] 2986 3005 3008 3024 3027 3041 3042 3051 3069 3072 3079
## [661] 3088 3112 3113 3118 3123 3139 3160 3172 3173 3185 3251
## [672] 3252 3265 3282 3302 3312 3321 3331 3367 3374 3382 3388
## [683] 3389 3397 3401 3425 3431 3439 3443 3445 3455 3456 3466
## [694] 3474 3490 3507 3510 3511 3520 3544 3546 3577 3584 3597
## [705] 3609 3638 3655 3657 3667 3670 3675 3676 3695 3697 3698
## [716] 3716 3732 3741 3771 3774 3777 3787 3859 3872 3874 3875
## [727] 3876 3894 3895 3906 3954 3963 3964 3965 4005 4020 4033
## [738] 4035 4046 4060 4097 4140 4146 4166 4169 4174 4179 4204
## [749] 4212 4249 4259 4282 4284 4288 4294 4306 4308 4319 4326
## [760] 4353 4362 4363 4381 4397 4400 4414 4434 4437 4440 4443
## [771] 4481 4483 4488 4495 4514 4522 4557 4577 4591 4623 4630
## [782] 4634 4635 4636 4638 4685 4719 4721 4738 4756 4764 4768
## [793] 4769 4797 4806 4807 4828 4830 4845 4856 4919 4921 4951
## [804] 4970 4988 5003 5007 5018 5027 5031 5033 5069 5074 5080
## [815] 5088 5101 5104 5166 5205 5247 5248 5255 5338 5347 5357
## [826] 5370 5389 5396 5404 5476 5545 5594 5663 5674 5696 5702
## [837] 5709 5714 5745 5851 5882 5889 5899 5916 5976 6010 6057
## [848] 6084 6085 6119 6123 6141 6143 6214 6244 6247 6251 6264
## [859] 6279 6282 6283 6302 6327 6374 6426 6435 6436 6438 6484
## [870] 6492 6518 6551 6634 6635 6636 6698 6736 6737 6798 6883
## [881] 6905 6917 6925 7017 7018 7040 7074 7086 7137 7144 7197
## [892] 7272 7301 7338 7374 7389 7407 7413 7536 7548 7576 7577
## [903] 7678 7706 7708 7729 7730 7732 7747 7795 7855 7953 7979
## [914] 8001 8025 8075 8102 8185 8227 8228 8231 8259 8264 8296
## [925] 8355 8369 8388 8400 8427 8428 8438 8511 8520 8567 8605
## [936] 8607 8651 8724 8861 8863 8898 8906 8917 8956 9049 9069
## [947] 9190 9210 9219 9297 9325 9347 9353 9361 9367 9426 9463
## [958] 9466 9546 9552 9665 9666 9685 9729 9730 9850 9887 9888
## [969] 9956 9970 10052 10071 10176 10178 10205 10208 10209 10235 10410
## [980] 10418 10428 10463 10509 10612 10705 10720 10780 10783 10792 10794
## [991] 10922 11327 11363 11471 11601 11610 11628 11725 11726 11727 11728
## [1002] 11784 11793 11795 11807 11808 11869 11884 12005 12059 12068 12238
## [1013] 12252 12256 12331 12360 12571 12656 12657 12732 12738 12740 12798
## [1024] 13080 13113 13167 13177 13386 13576 13579 13612 13613 13787 13844
## [1035] 13946 13953 14038 14062 14143 14217 14218 14274 14297 14369 14391
## [1046] 14588 14721 14741 14760 14821 14862 14896 14964 15045 15088 15089
## [1057] 15120 15232 15291 15292 15358 15366 15384 15416 15799 16223 16268
## [1068] 16330 16415 16569 16792 16903 16917 17114 17130ggplot(cooks, aes(x = x, y= cooks_distance, colour="red"))+ geom_point()+ geom_text(aes(label=x),hjust=0, vjust=0)
plot(lmfit, which = 4)
(e)
remove1 <- cooks[order(cooks[,2], decreasing = T)[1:3], 1]
remove1## [1] 2577 28 2112influ <- data.frame(x = as.numeric(names(influence(lmfit)$hat)), influence = influence(lmfit)$hat)
influ## x influence
## 1 1 0.04244549
## 2 2 0.04372629
## 3 3 0.03872903
## 4 4 0.05749647
## 5 5 0.07930036
## 6 6 0.04541637
## 7 7 0.03638413
## 8 8 0.03612608
## 10 10 0.04898360
## 11 11 0.04223314
## 12 12 0.02005944
## 14 14 0.04839042
## 15 15 0.03673608
## 16 16 0.03552854
## 17 17 0.03820699
## 18 18 0.02282333
## 20 20 0.03675782
## 21 21 0.03175800
## 23 23 0.02273515
## 24 24 0.05709938
## 25 25 0.03387342
## 26 26 0.04214577
## 27 27 0.08283850
## 28 28 0.04544511
## 30 30 0.04726375
## 32 32 0.06364739
## 33 33 0.03512167
## 34 34 0.05265529
## 35 35 0.03413210
## 37 37 0.03721413
## 38 38 0.01887428
## 40 40 0.04266194
## 42 42 0.04094501
## 43 43 0.04184451
## 44 44 0.02164687
## 45 45 0.04102450
## 46 46 0.02822896
## 48 48 0.03272119
## 49 49 0.04472335
## 50 50 0.05933575
## 51 51 0.04470584
## 52 52 0.02749886
## 53 53 0.03288097
## 54 54 0.04235222
## 55 55 0.02958526
## 56 56 0.04330071
## 57 57 0.02974018
## 58 58 0.03123209
## 60 60 0.02885394
## 65 65 0.04350601
## 66 66 0.03056746
## 69 69 0.03385363
## 70 70 0.06280339
## 72 72 0.03374152
## 73 73 0.03968551
## 76 76 0.02795439
## 77 77 0.03205411
## 78 78 0.02413655
## 79 79 0.03438656
## 81 81 0.02482057
## 83 83 0.04307073
## 84 84 0.02410128
## 85 85 0.02786462
## 87 87 0.03935300
## 88 88 0.04097301
## 92 92 0.03397365
## 93 93 0.05821447
## 94 94 0.02804143
## 95 95 0.05002203
## 97 97 0.03401583
## 98 98 0.02760278
## 101 101 0.04837364
## 102 102 0.03789667
## 103 103 0.01978875
## 108 108 0.02737801
## 109 109 0.03132872
## 112 112 0.01970992
## 115 115 0.02317919
## 116 116 0.02333663
## 117 117 0.02466364
## 120 120 0.02843871
## 121 121 0.04058423
## 122 122 0.03490256
## 124 124 0.02327067
## 125 125 0.02991958
## 126 126 0.02813188
## 127 127 0.02539986
## 128 128 0.04234149
## 130 130 0.05616417
## 131 131 0.03377578
## 132 132 0.04224231
## 133 133 0.02434679
## 135 135 0.02975404
## 137 137 0.02600998
## 138 138 0.03246973
## 139 139 0.03029418
## 142 142 0.03435128
## 143 143 0.03050039
## 144 144 0.04544637
## 146 146 0.03063094
## 148 148 0.03633294
## 149 149 0.03237221
## 151 151 0.02743825
## 152 152 0.04036208
## 154 154 0.01758742
## 155 155 0.04383584
## 156 156 0.03779641
## 159 159 0.02168083
## 163 163 0.02858161
## 164 164 0.03636533
## 165 165 0.03415653
## 166 166 0.03062505
## 168 168 0.02597521
## 169 169 0.06432906
## 170 170 0.02633468
## 171 171 0.02167790
## 175 175 0.04319623
## 178 178 0.05021242
## 179 179 0.04231639
## 181 181 0.04326315
## 184 184 0.08676731
## 186 186 0.04674552
## 187 187 0.03338947
## 188 188 0.01975052
## 189 189 0.03109856
## 190 190 0.02661066
## 191 191 0.04854339
## 192 192 0.03787966
## 194 194 0.02355598
## 198 198 0.02734128
## 199 199 0.07573042
## 200 200 0.02540539
## 205 205 0.02388263
## 210 210 0.03263368
## 212 212 0.03931516
## 217 217 0.05026912
## 218 218 0.04128824
## 221 221 0.03755111
## 222 222 0.03668833
## 223 223 0.04890136
## 225 225 0.04773997
## 228 228 0.02397396
## 229 229 0.02646184
## 230 230 0.02967824
## 231 231 0.02628319
## 236 236 0.04340397
## 237 237 0.03325141
## 240 240 0.02421359
## 243 243 0.04594688
## 244 244 0.02024753
## 245 245 0.05764371
## 247 247 0.05030489
## 248 248 0.03760584
## 251 251 0.03542949
## 252 252 0.02599843
## 255 255 0.02498184
## 257 257 0.03023098
## 258 258 0.02756014
## 260 260 0.04539421
## 263 263 0.04285325
## 265 265 0.01962180
## 266 266 0.04003084
## 267 267 0.04666186
## 269 269 0.03500807
## 270 270 0.03496494
## 272 272 0.03556997
## 280 280 0.03156487
## 289 289 0.03561090
## 290 290 0.02386830
## 292 292 0.01959456
## 293 293 0.08638101
## 297 297 0.02951488
## 299 299 0.02377123
## 300 300 0.04813767
## 301 301 0.01673675
## 303 303 0.04026002
## 306 306 0.02637560
## 307 307 0.03860603
## 310 310 0.02966013
## 312 312 0.04929542
## 315 315 0.03062229
## 318 318 0.02656549
## 321 321 0.06091539
## 322 322 0.03368398
## 323 323 0.02535685
## 325 325 0.03496259
## 328 328 0.03974840
## 330 330 0.07448656
## 331 331 0.01824959
## 333 333 0.03014494
## 334 334 0.01555671
## 338 338 0.05127226
## 341 341 0.03371213
## 342 342 0.03539459
## 345 345 0.02581651
## 347 347 0.05950739
## 349 349 0.02660481
## 356 356 0.03823943
## 357 357 0.02940043
## 362 362 0.02007786
## 363 363 0.04304172
## 368 368 0.03741832
## 379 379 0.03404986
## 389 389 0.02549777
## 390 390 0.02637774
## 391 391 0.03854901
## 393 393 0.03176232
## 398 398 0.03612641
## 400 400 0.05718119
## 401 401 0.02908666
## 402 402 0.03874512
## 406 406 0.03697525
## 408 408 0.03461234
## 410 410 0.02940975
## 416 416 0.03995102
## 420 420 0.03165038
## 422 422 0.01799890
## 423 423 0.03604446
## 426 426 0.02401293
## 428 428 0.05070704
## 430 430 0.04110894
## 432 432 0.03135125
## 435 435 0.04815322
## 437 437 0.05079008
## 441 441 0.07116146
## 442 442 0.02292370
## 455 455 0.04009533
## 456 456 0.03427106
## 460 460 0.04675789
## 467 467 0.03245231
## 473 473 0.02689943
## 478 478 0.05760701
## 481 481 0.04091689
## 483 483 0.02137188
## 485 485 0.02407017
## 487 487 0.03584866
## 492 492 0.03457595
## 494 494 0.02522492
## 496 496 0.02071720
## 497 497 0.02295007
## 498 498 0.03268840
## 506 506 0.03687445
## 509 509 0.04497351
## 510 510 0.02710587
## 511 511 0.03991100
## 517 517 0.04016546
## 519 519 0.03229339
## 520 520 0.03164517
## 529 529 0.04500355
## 530 530 0.02982289
## 535 535 0.02720002
## 537 537 0.02417847
## 543 543 0.04103175
## 544 544 0.04187573
## 546 546 0.03010051
## 547 547 0.02885139
## 554 554 0.03006986
## 555 555 0.03329821
## 560 560 0.01569151
## 570 570 0.03553659
## 574 574 0.03132163
## 575 575 0.04583778
## 579 579 0.03938638
## 581 581 0.02699702
## 582 582 0.04143649
## 584 584 0.03259778
## 588 588 0.02706144
## 589 589 0.01970064
## 596 596 0.02874289
## 601 601 0.02694614
## 605 605 0.02956622
## 607 607 0.04028509
## 611 611 0.03285609
## 612 612 0.02423345
## 620 620 0.03624375
## 627 627 0.01610563
## 629 629 0.03940641
## 633 633 0.04201348
## 634 634 0.03810840
## 637 637 0.03858905
## 647 647 0.02298530
## 653 653 0.02610506
## 656 656 0.02679218
## 658 658 0.05532548
## 660 660 0.02520809
## 663 663 0.05005461
## 664 664 0.02604621
## 670 670 0.04757286
## 684 684 0.02695378
## 693 693 0.02545493
## 699 699 0.03796736
## 700 700 0.04410676
## 701 701 0.03824534
## 706 706 0.02603967
## 708 708 0.03019450
## 709 709 0.05491829
## 710 710 0.04293956
## 712 712 0.03321510
## 715 715 0.03110798
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## 10176 10176 0.04154815
## 10178 10178 0.05580673
## 10205 10205 0.02872201
## 10208 10208 0.04122265
## 10209 10209 0.04493050
## 10235 10235 0.04704655
## 10410 10410 0.03889881
## 10418 10418 0.05259218
## 10428 10428 0.05136576
## 10463 10463 0.02903697
## 10509 10509 0.03855487
## 10612 10612 0.03161324
## 10705 10705 0.07016626
## 10720 10720 0.03756459
## 10780 10780 0.07962315
## 10783 10783 0.03589743
## 10792 10792 0.06688035
## 10794 10794 0.05073882
## 10922 10922 0.03728813
## 11327 11327 0.02936695
## 11363 11363 0.02452708
## 11471 11471 0.06506395
## 11601 11601 0.03213886
## 11610 11610 0.05023013
## 11628 11628 0.02757383
## 11725 11725 0.04599214
## 11726 11726 0.04952338
## 11727 11727 0.03138803
## 11728 11728 0.03627096
## 11784 11784 0.02692199
## 11793 11793 0.02292362
## 11795 11795 0.02837317
## 11807 11807 0.03540943
## 11808 11808 0.03146001
## 11869 11869 0.06357584
## 11884 11884 0.04368759
## 12005 12005 0.05043119
## 12059 12059 0.03240363
## 12068 12068 0.03667913
## 12238 12238 0.07451078
## 12252 12252 0.03767491
## 12256 12256 0.04086867
## 12331 12331 0.03318463
## 12360 12360 0.02522865
## 12571 12571 0.03654715
## 12656 12656 0.03358256
## 12657 12657 0.06255661
## 12732 12732 0.05479037
## 12738 12738 0.06317413
## 12740 12740 0.03358553
## 12798 12798 0.06604190
## 13080 13080 0.12661325
## 13113 13113 0.10220368
## 13167 13167 0.04136513
## 13177 13177 0.04964089
## 13386 13386 0.02961203
## 13576 13576 0.05354408
## 13579 13579 0.06340461
## 13612 13612 0.03638003
## 13613 13613 0.05378306
## 13787 13787 0.05388658
## 13844 13844 0.06841061
## 13946 13946 0.04677532
## 13953 13953 0.03580266
## 14038 14038 0.04026211
## 14062 14062 0.05281920
## 14143 14143 0.05520555
## 14217 14217 0.07983707
## 14218 14218 0.03794967
## 14274 14274 0.02274839
## 14297 14297 0.05146324
## 14369 14369 0.02865953
## 14391 14391 0.04204483
## 14588 14588 0.03572644
## 14721 14721 0.04370650
## 14741 14741 0.05559856
## 14760 14760 0.06848047
## 14821 14821 0.03612311
## 14862 14862 0.02911903
## 14896 14896 0.02307422
## 14964 14964 0.04089382
## 15045 15045 0.05503988
## 15088 15088 0.04648042
## 15089 15089 0.06191497
## 15120 15120 0.05716541
## 15232 15232 0.01951267
## 15291 15291 0.03933262
## 15292 15292 0.06557714
## 15358 15358 0.03281660
## 15366 15366 0.05658022
## 15384 15384 0.03579128
## 15416 15416 0.05650969
## 15799 15799 0.04093722
## 16223 16223 0.04719989
## 16268 16268 0.04820872
## 16330 16330 0.03261857
## 16415 16415 0.05419087
## 16569 16569 0.03769431
## 16792 16792 0.04837493
## 16903 16903 0.04320214
## 16917 16917 0.02806400
## 17114 17114 0.04663753
## 17130 17130 0.04012647ggplot(influ, aes(x = x, y= influence, colour="red"))+ geom_point()+ geom_text(aes(label=x),hjust=0, vjust=0)
remove2 <- influ[order(influ[,2], decreasing = T)[1:2], 1]
remove2## [1] 13080 2577X_refit <- soccer[-unique(c(remove1, remove2)), ]
refit <- lm(formula, data = X_refit)
summary(refit)##
## Call:
## lm(formula = formula, data = X_refit)
##
## Residuals:
## Min 1Q Median 3Q Max
## -8.8500 -1.7297 0.0207 1.7321 10.6755
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 1.144e+02 1.064e+02 1.075 0.282671
## Contract_Expiry -5.489e-02 5.246e-02 -1.046 0.295666
## Height 3.505e-02 2.487e-02 1.410 0.158957
## Weight 1.484e-02 1.999e-02 0.743 0.457950
## Age -2.939e-02 2.573e-02 -1.142 0.253582
## Weak_foot 1.124e-01 1.175e-01 0.956 0.339109
## Skill_Moves 8.717e-01 1.812e-01 4.812 1.72e-06 ***
## Ball_Control 1.555e-01 2.066e-02 7.524 1.15e-13 ***
## Dribbling 1.841e-02 1.756e-02 1.048 0.294798
## Marking -2.763e-02 1.578e-02 -1.751 0.080283 .
## Sliding_Tackle 2.691e-02 1.747e-02 1.541 0.123642
## Standing_Tackle 4.367e-02 1.834e-02 2.381 0.017432 *
## Aggression -8.024e-04 8.852e-03 -0.091 0.927793
## Reactions 3.956e-01 1.642e-02 24.090 < 2e-16 ***
## Attacking_Position -5.416e-02 1.304e-02 -4.153 3.55e-05 ***
## Interceptions -2.469e-02 1.289e-02 -1.915 0.055761 .
## Vision -2.129e-02 1.140e-02 -1.868 0.062112 .
## Composure 7.897e-02 1.074e-02 7.355 3.88e-13 ***
## Crossing -5.519e-03 1.122e-02 -0.492 0.622917
## Short_Pass 6.638e-02 1.991e-02 3.334 0.000888 ***
## Long_Pass 1.503e-02 1.468e-02 1.024 0.306193
## Acceleration 2.851e-02 1.818e-02 1.568 0.117126
## Speed 2.426e-02 1.703e-02 1.424 0.154672
## Stamina -1.260e-02 1.147e-02 -1.098 0.272512
## Strength 3.346e-02 1.175e-02 2.847 0.004501 **
## Balance -3.421e-03 1.267e-02 -0.270 0.787224
## Agility 3.438e-03 1.289e-02 0.267 0.789764
## Jumping 1.186e-02 9.076e-03 1.306 0.191781
## Heading 7.448e-02 1.095e-02 6.803 1.73e-11 ***
## Shot_Power 1.218e-02 1.219e-02 0.999 0.317898
## Finishing -3.958e-03 1.357e-02 -0.292 0.770668
## Long_Shots -1.966e-02 1.337e-02 -1.471 0.141650
## Curve -6.818e-03 1.165e-02 -0.585 0.558605
## Freekick_Accuracy 2.469e-02 9.309e-03 2.652 0.008119 **
## Penalties -1.007e-02 9.987e-03 -1.008 0.313697
## Volleys 8.041e-03 1.135e-02 0.708 0.478997
## GK_Positioning 4.095e-02 2.375e-02 1.724 0.084998 .
## GK_Diving 2.898e-02 2.407e-02 1.204 0.228786
## GK_Kicking 5.316e-02 2.169e-02 2.450 0.014431 *
## GK_Handling 1.034e-01 2.351e-02 4.400 1.19e-05 ***
## GK_Reflexes 6.401e-02 2.378e-02 2.692 0.007218 **
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 2.59 on 1030 degrees of freedom
## (16513 observations deleted due to missingness)
## Multiple R-squared: 0.8662, Adjusted R-squared: 0.861
## F-statistic: 166.7 on 40 and 1030 DF, p-value: < 2.2e-16lasso
lasso <- glmnet(as.matrix(soccer[-384,-c(1:8,13,14,16,17)]),
as.matrix(soccer[-384,10]), alpha = 1)
lassocv <- cv.glmnet(as.matrix(soccer[-384,-c(1:8,13,14,16,17)]), as.matrix(soccer[-384,10]), alpha = 1)
summary(lasso)## Length Class Mode
## a0 39 -none- numeric
## beta 1599 dgCMatrix S4
## df 39 -none- numeric
## dim 2 -none- numeric
## lambda 39 -none- numeric
## dev.ratio 39 -none- numeric
## nulldev 1 -none- numeric
## npasses 1 -none- numeric
## jerr 1 -none- numeric
## offset 1 -none- logical
## call 4 -none- call
## nobs 1 -none- numericplot(lasso, label = T)## Warning in plotCoef(x$beta, lambda = x$lambda, df = x$df, dev = x
## $dev.ratio, : 1 or less nonzero coefficients; glmnet plot is not meaningful
plot(lassocv)
plot(lasso, xvar = "lambda", label = T)## Warning in plotCoef(x$beta, lambda = x$lambda, df = x$df, dev = x
## $dev.ratio, : 1 or less nonzero coefficients; glmnet plot is not meaningful
plot(lasso, xvar = "dev", label = T)## Warning in plotCoef(x$beta, lambda = x$lambda, df = x$df, dev = x
## $dev.ratio, : 1 or less nonzero coefficients; glmnet plot is not meaningful
coef <- coef(lassocv, s = "lambda.min")
cat("The coefficient that we get from lasso regression is :\n")## The coefficient that we get from lasso regression is :print(as.numeric(coef))## [1] 2.1168063 0.0000000 0.9680073 0.0000000 0.0000000 0.0000000 0.0000000
## [8] 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000
## [15] 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000
## [22] 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000
## [29] 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000
## [36] 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000Compare model
q = dim(soccer)[2] - length(c(1:8,13,14,16,17)) - 8 # number of constraints
n = nrow(soccer)
p = dim(soccer)[2] - length(c(1:8,13,14,16,17)) # number of predictors
RSS_M <- sum((soccer$Rating - lmfit$fitted.values)^2)## Warning in soccer$Rating - lmfit$fitted.values: longer object length is not
## a multiple of shorter object lengthfit1 <- lm(Rating ~ Skill_Moves + Ball_Control + Reactions + Attacking_Position + Composure + Short_Pass + Heading + GK_Handling, data = soccer)
summary(fit1)##
## Call:
## lm(formula = Rating ~ Skill_Moves + Ball_Control + Reactions +
## Attacking_Position + Composure + Short_Pass + Heading + GK_Handling,
## data = soccer)
##
## Residuals:
## Min 1Q Median 3Q Max
## -15.5182 -2.0370 0.0571 2.0690 16.4261
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 15.075079 0.211542 71.26 <2e-16 ***
## Skill_Moves 0.690857 0.049748 13.89 <2e-16 ***
## Ball_Control 0.180794 0.004760 37.98 <2e-16 ***
## Reactions 0.363997 0.003818 95.33 <2e-16 ***
## Attacking_Position -0.055912 0.002464 -22.69 <2e-16 ***
## Composure 0.063303 0.002837 22.32 <2e-16 ***
## Short_Pass 0.077611 0.003893 19.94 <2e-16 ***
## Heading 0.125185 0.002344 53.41 <2e-16 ***
## GK_Handling 0.283945 0.003277 86.64 <2e-16 ***
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 3.129 on 17579 degrees of freedom
## Multiple R-squared: 0.8049, Adjusted R-squared: 0.8048
## F-statistic: 9064 on 8 and 17579 DF, p-value: < 2.2e-16plot(fit1)
RSS_m <- sum((soccer$Rating - fit1$fitted.values)^2)
Fstat <- ( (RSS_m - RSS_M) / q ) / (RSS_M / (n-p-1))
cat("F statistics is ", Fstat, "\n")## F statistics is -498.6338pval <- pf(Fstat, q, n-p-1, lower.tail = F)
cat("P value is ", pval, "\n")## P value is 1lm by club poistion
soccer_positioncleaned$Height <- as.character(soccer_positioncleaned$Height)
soccer_positioncleaned$Height <- as.numeric(substr(soccer_positioncleaned$Height, 1,3))
soccer_positioncleaned$Weight <- as.character(soccer_positioncleaned$Weight)
soccer_positioncleaned$Weight <- as.numeric(substr(soccer_positioncleaned$Weight, 1,2))
mid <- soccer_positioncleaned[soccer_positioncleaned$Club_Position == "Midfielder", ]
goal <- soccer_positioncleaned[soccer_positioncleaned$Club_Position == "Goalkeeper", ]
attack <- soccer_positioncleaned[soccer_positioncleaned$Club_Position == "Attacker", ]
defense <- soccer_positioncleaned[soccer_positioncleaned$Club_Position == "Defense", ]
midfit <- lm(Rating~ . , data = mid[,-c(1:8,13,14,16,17)])
goalfit <- lm(Rating~ . , data = goal[,-c(1:8,13,14,16,17)])
attackfit <- lm(Rating~ . , data = attack[,-c(1:8,13,14,16,17)])
defensefit <- lm(Rating~ . , data = defense[,-c(1:8,13,14,16,17)])
summary(midfit)##
## Call:
## lm(formula = Rating ~ ., data = mid[, -c(1:8, 13, 14, 16, 17)])
##
## Residuals:
## Min 1Q Median 3Q Max
## -6.1045 -1.2298 -0.0474 1.1767 12.3326
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) -2.013e+02 6.756e+01 -2.980 0.002932 **
## Contract_Expiry 1.023e-01 3.326e-02 3.075 0.002147 **
## Height -7.848e-03 1.647e-02 -0.476 0.633887
## Weight 1.793e-02 1.416e-02 1.266 0.205607
## Age 4.431e-02 1.651e-02 2.684 0.007362 **
## Weak_foot -8.437e-02 8.264e-02 -1.021 0.307461
## Skill_Moves 1.860e-01 1.079e-01 1.725 0.084842 .
## Ball_Control 2.179e-01 1.782e-02 12.226 < 2e-16 ***
## Dribbling 6.099e-02 1.421e-02 4.294 1.89e-05 ***
## Marking -8.766e-04 8.684e-03 -0.101 0.919606
## Sliding_Tackle -2.637e-03 1.003e-02 -0.263 0.792682
## Standing_Tackle 6.521e-03 1.059e-02 0.616 0.538109
## Aggression 1.392e-02 5.389e-03 2.583 0.009890 **
## Reactions 1.887e-01 1.128e-02 16.734 < 2e-16 ***
## Attacking_Position -1.070e-02 9.514e-03 -1.125 0.260939
## Interceptions -1.352e-03 7.048e-03 -0.192 0.847888
## Vision 1.974e-02 1.056e-02 1.869 0.061853 .
## Composure 1.378e-02 7.761e-03 1.776 0.075966 .
## Crossing 3.976e-02 7.986e-03 4.978 7.24e-07 ***
## Short_Pass 2.576e-01 1.753e-02 14.698 < 2e-16 ***
## Long_Pass -5.485e-03 1.230e-02 -0.446 0.655745
## Acceleration 4.423e-02 1.156e-02 3.825 0.000137 ***
## Speed 2.874e-02 1.051e-02 2.735 0.006311 **
## Stamina 4.368e-02 6.812e-03 6.411 1.99e-10 ***
## Strength 6.273e-03 7.760e-03 0.808 0.419009
## Balance -1.068e-02 9.374e-03 -1.139 0.254723
## Agility -2.612e-02 9.224e-03 -2.832 0.004698 **
## Jumping 1.693e-02 5.311e-03 3.187 0.001469 **
## Heading 2.485e-02 6.217e-03 3.997 6.77e-05 ***
## Shot_Power 6.747e-03 9.647e-03 0.699 0.484412
## Finishing 1.669e-02 8.367e-03 1.994 0.046304 *
## Long_Shots 6.451e-03 9.116e-03 0.708 0.479329
## Curve -4.240e-04 7.196e-03 -0.059 0.953021
## Freekick_Accuracy -2.109e-02 6.294e-03 -3.352 0.000826 ***
## Penalties 1.469e-02 6.866e-03 2.140 0.032543 *
## Volleys -1.939e-02 6.606e-03 -2.935 0.003396 **
## GK_Positioning -3.304e-02 1.647e-02 -2.006 0.045018 *
## GK_Diving 1.076e-02 1.632e-02 0.659 0.509872
## GK_Kicking 2.167e-02 1.605e-02 1.350 0.177240
## GK_Handling -6.242e-03 1.647e-02 -0.379 0.704658
## GK_Reflexes 2.061e-02 1.642e-02 1.255 0.209731
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 1.878 on 1338 degrees of freedom
## Multiple R-squared: 0.8921, Adjusted R-squared: 0.8889
## F-statistic: 276.6 on 40 and 1338 DF, p-value: < 2.2e-16summary(goalfit)##
## Call:
## lm(formula = Rating ~ ., data = goal[, -c(1:8, 13, 14, 16, 17)])
##
## Residuals:
## Min 1Q Median 3Q Max
## -0.88050 -0.26246 -0.04162 0.24796 1.75055
##
## Coefficients: (1 not defined because of singularities)
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 1.341e+01 2.913e+01 0.460 0.64557
## Contract_Expiry -6.702e-03 1.437e-02 -0.466 0.64122
## Height -1.958e-04 6.588e-03 -0.030 0.97630
## Weight 3.248e-03 2.771e-03 1.172 0.24198
## Age -4.437e-03 5.965e-03 -0.744 0.45746
## Weak_foot -8.626e-03 3.479e-02 -0.248 0.80435
## Skill_Moves NA NA NA NA
## Ball_Control 1.348e-03 4.253e-03 0.317 0.75139
## Dribbling 1.980e-03 6.459e-03 0.307 0.75933
## Marking -1.824e-02 7.782e-03 -2.344 0.01965 *
## Sliding_Tackle -6.578e-03 5.223e-03 -1.259 0.20884
## Standing_Tackle 3.948e-03 7.364e-03 0.536 0.59227
## Aggression -4.838e-03 2.785e-03 -1.737 0.08329 .
## Reactions 1.179e-01 4.544e-03 25.943 < 2e-16 ***
## Attacking_Position 1.683e-03 7.738e-03 0.218 0.82792
## Interceptions 2.065e-03 5.337e-03 0.387 0.69905
## Vision 7.441e-04 1.901e-03 0.391 0.69577
## Composure 5.364e-03 1.790e-03 2.997 0.00294 **
## Crossing 1.606e-02 6.971e-03 2.303 0.02189 *
## Short_Pass -6.398e-03 4.093e-03 -1.563 0.11900
## Long_Pass 1.384e-03 3.749e-03 0.369 0.71220
## Acceleration -4.850e-04 3.970e-03 -0.122 0.90285
## Speed 1.831e-03 3.861e-03 0.474 0.63568
## Stamina 1.387e-03 3.284e-03 0.422 0.67303
## Strength -6.157e-04 2.563e-03 -0.240 0.81035
## Balance -1.739e-05 2.672e-03 -0.007 0.99481
## Agility 4.621e-04 2.419e-03 0.191 0.84859
## Jumping -5.835e-04 2.822e-03 -0.207 0.83631
## Heading 3.267e-03 6.338e-03 0.515 0.60660
## Shot_Power 1.287e-03 3.611e-03 0.356 0.72182
## Finishing 7.022e-03 8.081e-03 0.869 0.38551
## Long_Shots -1.801e-04 7.413e-03 -0.024 0.98063
## Curve -1.104e-02 5.738e-03 -1.924 0.05517 .
## Freekick_Accuracy 9.505e-03 3.622e-03 2.624 0.00908 **
## Penalties 4.160e-03 3.336e-03 1.247 0.21330
## Volleys -1.405e-02 6.858e-03 -2.048 0.04134 *
## GK_Positioning 2.150e-01 6.681e-03 32.187 < 2e-16 ***
## GK_Diving 2.168e-01 7.125e-03 30.422 < 2e-16 ***
## GK_Kicking 5.231e-02 4.048e-03 12.923 < 2e-16 ***
## GK_Handling 2.129e-01 6.113e-03 34.834 < 2e-16 ***
## GK_Reflexes 1.998e-01 7.068e-03 28.262 < 2e-16 ***
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 0.4091 on 328 degrees of freedom
## Multiple R-squared: 0.9965, Adjusted R-squared: 0.996
## F-statistic: 2364 on 39 and 328 DF, p-value: < 2.2e-16summary(attackfit)##
## Call:
## lm(formula = Rating ~ ., data = attack[, -c(1:8, 13, 14, 16,
## 17)])
##
## Residuals:
## Min 1Q Median 3Q Max
## -4.6278 -0.7074 -0.0308 0.6839 3.7782
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 34.0080463 67.4588306 0.504 0.61436
## Contract_Expiry -0.0157547 0.0332438 -0.474 0.63574
## Height 0.0015055 0.0153600 0.098 0.92195
## Weight 0.0062090 0.0102071 0.608 0.54323
## Age -0.0194596 0.0162270 -1.199 0.23093
## Weak_foot -0.0098843 0.0744319 -0.133 0.89440
## Skill_Moves -0.0113886 0.0983477 -0.116 0.90785
## Ball_Control 0.1865387 0.0171619 10.869 < 2e-16 ***
## Dribbling 0.0788754 0.0158421 4.979 8.44e-07 ***
## Marking -0.0094134 0.0082646 -1.139 0.25517
## Sliding_Tackle 0.0169487 0.0090271 1.878 0.06094 .
## Standing_Tackle 0.0123302 0.0085759 1.438 0.15104
## Aggression -0.0026639 0.0042581 -0.626 0.53182
## Reactions 0.1081880 0.0111468 9.706 < 2e-16 ***
## Attacking_Position 0.1512162 0.0139185 10.864 < 2e-16 ***
## Interceptions 0.0011275 0.0059177 0.191 0.84895
## Vision 0.0020472 0.0081584 0.251 0.80196
## Composure 0.0158741 0.0073626 2.156 0.03149 *
## Crossing 0.0074954 0.0068631 1.092 0.27523
## Short_Pass 0.0710995 0.0111818 6.358 4.12e-10 ***
## Long_Pass 0.0003652 0.0071895 0.051 0.95950
## Acceleration 0.0360193 0.0113260 3.180 0.00155 **
## Speed 0.0361724 0.0110717 3.267 0.00115 **
## Stamina 0.0071693 0.0063282 1.133 0.25771
## Strength 0.0241791 0.0073408 3.294 0.00105 **
## Balance -0.0096980 0.0078075 -1.242 0.21469
## Agility 0.0028954 0.0082875 0.349 0.72694
## Jumping -0.0110688 0.0049559 -2.233 0.02590 *
## Heading 0.0291663 0.0074130 3.935 9.34e-05 ***
## Shot_Power 0.1125516 0.0115427 9.751 < 2e-16 ***
## Finishing 0.1227016 0.0138316 8.871 < 2e-16 ***
## Long_Shots 0.0205525 0.0103572 1.984 0.04768 *
## Curve -0.0065526 0.0069769 -0.939 0.34803
## Freekick_Accuracy 0.0003279 0.0056311 0.058 0.95358
## Penalties 0.0023008 0.0072071 0.319 0.74966
## Volleys -0.0038818 0.0087410 -0.444 0.65714
## GK_Positioning 0.0043233 0.0150414 0.287 0.77389
## GK_Diving 0.0119551 0.0151930 0.787 0.43167
## GK_Kicking 0.0111589 0.0152081 0.734 0.46340
## GK_Handling -0.0357996 0.0155763 -2.298 0.02190 *
## GK_Reflexes -0.0037424 0.0151008 -0.248 0.80435
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 1.177 on 583 degrees of freedom
## Multiple R-squared: 0.9659, Adjusted R-squared: 0.9636
## F-statistic: 413 on 40 and 583 DF, p-value: < 2.2e-16summary(defensefit)##
## Call:
## lm(formula = Rating ~ ., data = defense[, -c(1:8, 13, 14, 16,
## 17)])
##
## Residuals:
## Min 1Q Median 3Q Max
## -5.8546 -0.8569 -0.0594 0.7838 17.9679
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) -52.534805 58.671289 -0.895 0.370742
## Contract_Expiry 0.030833 0.028921 1.066 0.286590
## Height -0.018939 0.015189 -1.247 0.212662
## Weight 0.008360 0.011552 0.724 0.469392
## Age 0.002216 0.014381 0.154 0.877548
## Weak_foot 0.031655 0.073719 0.429 0.667704
## Skill_Moves 0.695939 0.138324 5.031 5.59e-07 ***
## Ball_Control 0.062709 0.010203 6.146 1.07e-09 ***
## Dribbling 0.004588 0.007075 0.648 0.516787
## Marking 0.065687 0.013180 4.984 7.11e-07 ***
## Sliding_Tackle 0.093025 0.014264 6.522 1.01e-10 ***
## Standing_Tackle 0.168890 0.017014 9.926 < 2e-16 ***
## Aggression 0.037652 0.005624 6.695 3.26e-11 ***
## Reactions 0.123303 0.009403 13.114 < 2e-16 ***
## Attacking_Position -0.004075 0.005486 -0.743 0.457792
## Interceptions 0.097812 0.010925 8.953 < 2e-16 ***
## Vision 0.003119 0.005920 0.527 0.598424
## Composure 0.012489 0.005935 2.104 0.035546 *
## Crossing -0.020463 0.005275 -3.879 0.000110 ***
## Short_Pass 0.077702 0.010692 7.268 6.45e-13 ***
## Long_Pass -0.007921 0.007737 -1.024 0.306122
## Acceleration 0.001851 0.008955 0.207 0.836255
## Speed 0.044850 0.008466 5.298 1.39e-07 ***
## Stamina 0.024160 0.006298 3.836 0.000131 ***
## Strength 0.040849 0.007954 5.135 3.26e-07 ***
## Balance -0.007090 0.007502 -0.945 0.344811
## Agility -0.008391 0.006703 -1.252 0.210877
## Jumping 0.014556 0.005057 2.878 0.004064 **
## Heading 0.074955 0.007870 9.524 < 2e-16 ***
## Shot_Power 0.014356 0.005101 2.815 0.004960 **
## Finishing 0.014567 0.005834 2.497 0.012663 *
## Long_Shots -0.010539 0.005652 -1.865 0.062482 .
## Curve 0.009872 0.005111 1.932 0.053634 .
## Freekick_Accuracy -0.007608 0.004708 -1.616 0.106333
## Penalties 0.001631 0.005196 0.314 0.753633
## Volleys 0.005446 0.005242 1.039 0.299061
## GK_Positioning 0.005312 0.014058 0.378 0.705607
## GK_Diving -0.012240 0.014161 -0.864 0.387590
## GK_Kicking -0.006346 0.013602 -0.467 0.640895
## GK_Handling -0.023382 0.014039 -1.666 0.096064 .
## GK_Reflexes -0.019395 0.013911 -1.394 0.163490
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 1.563 on 1244 degrees of freedom
## Multiple R-squared: 0.9289, Adjusted R-squared: 0.9266
## F-statistic: 406.2 on 40 and 1244 DF, p-value: < 2.2e-16\(\\\)
\(\\\)
\(\\\)
PCA
pcsoccer <- soccer[,-c(1,2,3,4,5,6,7,8,9,11,12,13,14,16,17)]
scalepc <- scale(pcsoccer, T, T)
row.names(pcsoccer) <- make.names(soccer[,1], unique = T)
rownames(scalepc) <- make.names(soccer[,1], unique = T)
corpc <- cor(scalepc)
loadingpc <- eigen(corpc)$vectors
rownames(loadingpc) <- colnames(scalepc)
loadingpc## [,1] [,2] [,3] [,4]
## Rating -0.09847750 -0.03687319 0.41772127 0.106594228
## Age -0.02434857 -0.06917161 0.36514013 -0.077494089
## Weak_foot -0.08559126 0.08102982 0.07372190 0.006718387
## Skill_Moves -0.16738354 0.15618646 -0.05237090 -0.020370671
## Ball_Control -0.21667600 0.03150173 0.01824793 -0.007955301
## Dribbling -0.20963165 0.09960941 -0.02613704 0.038326968
## Marking -0.09949673 -0.36830859 -0.02506706 0.136976282
## Sliding_Tackle -0.10059347 -0.36222104 -0.04088950 0.165153735
## Standing_Tackle -0.10806534 -0.36045337 -0.02484541 0.135225227
## Aggression -0.14055528 -0.25796620 0.07740029 -0.047240973
## Reactions -0.09542643 -0.03101305 0.39887546 0.117662480
## Attacking_Position -0.19675137 0.14285352 0.01894937 -0.069625062
## Interceptions -0.10793445 -0.34958844 0.03103607 0.151086654
## Vision -0.16509265 0.12702787 0.17307873 0.086993820
## Composure -0.16507511 -0.02251874 0.22257961 -0.033462530
## Crossing -0.19715770 0.02454693 0.02005697 0.156384451
## Short_Pass -0.20641548 -0.03613589 0.06087147 0.050223097
## Long_Pass -0.18428799 -0.07563439 0.09896278 0.129876891
## Acceleration -0.16107399 0.11232386 -0.14092013 0.251320650
## Speed -0.16071620 0.09079892 -0.13515183 0.205716873
## Stamina -0.18080460 -0.10824939 -0.02738799 0.066082846
## Strength -0.02421941 -0.22120996 0.21518290 -0.377532087
## Balance -0.13808752 0.12557498 -0.13366965 0.374248487
## Agility -0.16288133 0.14893251 -0.04462267 0.303380889
## Jumping -0.05325871 -0.11986587 0.08859987 0.084243534
## Heading -0.16177187 -0.16942397 -0.01142329 -0.304241315
## Shot_Power -0.19459444 0.06403112 0.08318809 -0.160953102
## Finishing -0.17669304 0.21098196 0.03845652 -0.181674019
## Long_Shots -0.19327478 0.13030102 0.08957689 -0.092647448
## Curve -0.19434924 0.10303514 0.07140431 0.043167932
## Freekick_Accuracy -0.18206357 0.07694841 0.09568785 0.011846789
## Penalties -0.17951738 0.13415768 0.04745164 -0.200552727
## Volleys -0.18300129 0.16582044 0.07564321 -0.146940354
## GK_Positioning 0.18941988 0.07689222 0.23494344 0.144949011
## GK_Diving 0.19029750 0.07828589 0.22950198 0.146395427
## GK_Kicking 0.18927361 0.07881044 0.22937494 0.142165555
## GK_Handling 0.18943599 0.07864239 0.23338168 0.143816051
## GK_Reflexes 0.18991918 0.07876507 0.23159865 0.145748638
## [,5] [,6] [,7] [,8]
## Rating 0.1352339086 0.056371168 0.246520503 -0.014232599
## Age -0.0264893337 -0.050479938 -0.588358697 -0.620910412
## Weak_foot -0.0432320948 -0.965452458 0.179390181 -0.042323986
## Skill_Moves -0.0194537766 -0.028206289 0.030718577 -0.162711109
## Ball_Control -0.0290037873 0.022964976 0.078259303 0.027392558
## Dribbling -0.0184453608 0.041339822 0.079781319 -0.013325693
## Marking -0.0998652684 -0.014384233 0.011333984 -0.008599605
## Sliding_Tackle -0.1107156714 -0.010728144 0.013709269 0.017871912
## Standing_Tackle -0.1172605566 -0.010911172 0.023489196 0.024546372
## Aggression 0.0674446472 0.014609015 -0.034921132 -0.021419240
## Reactions 0.1092107318 0.065504399 0.153669229 -0.050643333
## Attacking_Position 0.0258444321 0.056317247 0.013088267 -0.017697485
## Interceptions -0.0981203401 -0.008946284 0.001428637 0.002583874
## Vision -0.1877539250 0.034542640 0.021491694 0.192808754
## Composure 0.0088495999 -0.021139793 -0.027649986 -0.022815817
## Crossing -0.1256278563 0.046108198 -0.013212541 -0.112157737
## Short_Pass -0.1305862793 0.018500975 0.082296924 0.137908949
## Long_Pass -0.2404600279 0.018310483 0.047000852 0.186637934
## Acceleration 0.2927483103 0.053423547 0.187219762 -0.223832883
## Speed 0.3315518074 0.070348308 0.238323051 -0.237391981
## Stamina 0.1736590954 0.044898554 0.082630258 -0.069063363
## Strength 0.2491299187 0.031612227 0.269259247 -0.115493913
## Balance 0.0421059764 -0.055991872 -0.303089600 0.019333640
## Agility 0.1585360450 0.004832845 -0.068780449 -0.113948283
## Jumping 0.5996620480 -0.137352606 -0.435719276 0.516072933
## Heading 0.1820295680 -0.014284697 0.018240680 0.035012084
## Shot_Power -0.0094142855 0.055369193 0.010314459 0.140180271
## Finishing 0.0418147388 0.037695862 0.004103839 0.048418224
## Long_Shots -0.0635677574 0.050795724 -0.033351578 0.125450130
## Curve -0.1486399217 0.042242161 -0.056653967 0.048644922
## Freekick_Accuracy -0.2305772407 0.018925753 -0.140853888 0.088529590
## Penalties -0.0135188588 0.018465105 -0.108471583 0.068022580
## Volleys -0.0026051692 0.028559030 -0.048737042 0.053953430
## GK_Positioning 0.0022286804 0.023114588 0.049717511 0.041950561
## GK_Diving 0.0026970494 0.026444184 0.056376546 0.060731490
## GK_Kicking -0.0027676073 0.021942349 0.052109478 0.057585306
## GK_Handling 0.0004074592 0.025454816 0.055654426 0.055285450
## GK_Reflexes 0.0028716975 0.026973585 0.057833466 0.061899556
## [,9] [,10] [,11] [,12]
## Rating 0.204477309 -0.184488737 0.106527016 -0.06738047
## Age -0.071508116 0.093901152 0.014418969 -0.16903115
## Weak_foot -0.082358122 -0.035118437 -0.056134943 -0.01376534
## Skill_Moves 0.327015540 0.019716587 0.641721033 0.04372858
## Ball_Control 0.105290779 0.055598855 0.011514605 -0.13404124
## Dribbling 0.025964947 0.037073380 0.009896963 -0.15012471
## Marking -0.033180102 -0.117389305 0.020400605 0.04690154
## Sliding_Tackle -0.048767931 -0.119424844 0.028649499 0.05669284
## Standing_Tackle -0.040227536 -0.102962813 0.026878814 0.05443486
## Aggression -0.087346794 0.098905834 -0.213268796 0.21868959
## Reactions 0.348883227 -0.352394228 -0.200223079 -0.14835171
## Attacking_Position -0.042330909 0.008743932 -0.183547923 -0.20690264
## Interceptions -0.044962229 -0.096037892 -0.017583006 0.02659305
## Vision 0.002287297 0.413451409 -0.090863760 -0.16271682
## Composure 0.354171958 0.355933193 -0.106935745 0.64051158
## Crossing -0.174116772 -0.053259686 0.153952199 -0.22905259
## Short_Pass 0.106121224 0.186193651 0.045071536 -0.18987632
## Long_Pass 0.007809851 0.293733163 0.126652458 -0.15507516
## Acceleration -0.133447240 -0.018853709 0.041457988 0.12903260
## Speed -0.159580195 -0.015741788 0.068319090 0.12200357
## Stamina -0.243027776 0.143339080 -0.270720158 -0.18721032
## Strength -0.316419225 0.293168306 0.205050638 0.03097424
## Balance 0.116868978 -0.004568698 -0.233490072 0.11353110
## Agility -0.020120990 0.127891367 -0.033693966 0.03484429
## Jumping -0.025631538 0.037857190 0.255691107 -0.11177043
## Heading 0.188300189 -0.179446671 -0.047842342 -0.11200425
## Shot_Power -0.166993515 -0.054992378 -0.070150375 0.21049907
## Finishing -0.028436594 -0.054491703 -0.141476784 -0.08340554
## Long_Shots -0.213682108 -0.059671165 -0.095341528 0.05089444
## Curve -0.198813693 -0.144201559 0.179003752 0.11516561
## Freekick_Accuracy -0.293880811 -0.223152368 0.259953971 0.22153136
## Penalties -0.036736388 -0.291450389 -0.068567571 0.10788309
## Volleys -0.058889832 -0.157375480 -0.079904328 0.10423283
## GK_Positioning -0.106953120 -0.010954470 0.005835621 0.03702907
## GK_Diving -0.112255620 -0.015783871 0.008981083 0.04276254
## GK_Kicking -0.122434500 -0.006161096 0.008741241 0.03981325
## GK_Handling -0.113262048 -0.006414739 0.014057246 0.03899063
## GK_Reflexes -0.112656394 -0.018015186 0.009945043 0.03963619
## [,13] [,14] [,15] [,16]
## Rating -0.047677984 0.132016740 0.056344932 -0.053311504
## Age -0.135321873 0.081724937 -0.003348892 -0.148096747
## Weak_foot -0.001270657 0.007835907 -0.026017850 -0.004588543
## Skill_Moves 0.499275186 -0.027927325 0.064883667 -0.299737025
## Ball_Control -0.075264930 0.104427423 -0.006426008 0.069102085
## Dribbling -0.051846129 0.046360784 -0.087418981 0.078663537
## Marking -0.072475665 -0.032264369 0.089342412 -0.129050350
## Sliding_Tackle -0.054707013 -0.035749002 0.045465041 -0.125152501
## Standing_Tackle -0.021963354 -0.046795901 0.059829528 -0.125034889
## Aggression 0.506165278 0.411692821 -0.487887280 0.138467262
## Reactions 0.158532383 -0.156334597 -0.024417809 0.252120078
## Attacking_Position 0.047910924 -0.118993617 -0.134668721 0.053941387
## Interceptions 0.057371147 -0.071831894 0.063966977 -0.105865332
## Vision 0.086037077 -0.262328267 -0.088148240 -0.088048411
## Composure -0.262765171 -0.292911054 -0.078670926 0.003087235
## Crossing -0.161111373 -0.053976124 -0.236355443 0.207027415
## Short_Pass -0.126939887 0.216136258 0.087284079 0.019243690
## Long_Pass -0.172997935 0.279466567 0.112724645 -0.040520078
## Acceleration -0.159040589 0.043265373 -0.058687924 -0.077230266
## Speed -0.223483206 0.051239480 -0.107057666 -0.109945097
## Stamina 0.311756947 -0.457901603 0.134217420 -0.282460190
## Strength 0.084975457 0.003905348 0.414212558 0.381778438
## Balance 0.202517155 0.185456753 0.521293901 0.268254981
## Agility 0.043699993 0.109301216 0.080416599 0.128861238
## Jumping -0.062512252 -0.083556005 -0.130542059 -0.022799730
## Heading -0.167767392 0.086967988 -0.001591125 -0.021857621
## Shot_Power -0.008555358 0.309540772 0.052773892 -0.270038630
## Finishing -0.003846905 0.034812083 0.046056047 -0.149785229
## Long_Shots 0.041000970 0.113863406 0.065795141 -0.223002132
## Curve -0.034133200 -0.154403783 -0.173307379 0.257992672
## Freekick_Accuracy 0.083983655 -0.196310816 -0.002365819 0.265126422
## Penalties -0.102472883 -0.074243457 0.279989876 -0.064484473
## Volleys 0.026407498 0.031582373 -0.021877174 -0.144487895
## GK_Positioning 0.018234070 0.041352566 0.020969401 -0.087599996
## GK_Diving 0.018824847 0.042750911 0.022839635 -0.080191230
## GK_Kicking 0.022857567 0.039434044 0.017643003 -0.093433549
## GK_Handling 0.016813502 0.034368976 0.013540227 -0.084870783
## GK_Reflexes 0.019525575 0.040837167 0.015933763 -0.082420139
## [,17] [,18] [,19] [,20]
## Rating -0.080136625 0.0359993814 0.1296233161 0.2061515537
## Age -0.026862423 0.0451303436 -0.0354853562 -0.0993083215
## Weak_foot -0.006195819 0.0014092363 -0.0004930407 -0.0093411709
## Skill_Moves 0.077516027 -0.0377983427 0.0694206892 0.0009683909
## Ball_Control -0.040893664 -0.0428399484 0.0613469827 0.0991156052
## Dribbling 0.116275819 -0.1190425864 0.1014163676 0.0913014143
## Marking 0.149374388 -0.0627958206 -0.0329100637 0.0484168904
## Sliding_Tackle 0.188914671 -0.0704263607 -0.0122230519 0.0293655499
## Standing_Tackle 0.175539762 -0.0649820668 -0.0315514017 0.0293060078
## Aggression 0.047345933 0.2507951461 0.1420102222 0.0826001108
## Reactions -0.104244580 -0.0347022197 -0.2425339408 -0.3607002082
## Attacking_Position 0.259005332 -0.1411009808 0.1157523603 0.0092760451
## Interceptions 0.135710886 -0.0439377377 -0.0995777906 -0.0348466279
## Vision 0.432430966 0.2732377605 -0.2111051225 -0.2105059892
## Composure -0.065533077 -0.1320513500 0.1488717356 0.0871615958
## Crossing 0.074831337 -0.2152540923 0.3558030957 0.1398674046
## Short_Pass -0.191020697 0.1093267114 0.0722187948 -0.0018514494
## Long_Pass -0.272524755 0.1649846702 0.0084779738 -0.0915010404
## Acceleration 0.049239179 0.1630898285 -0.0151360371 -0.2058708035
## Speed 0.047675174 0.1717241325 0.0369928372 -0.2622279268
## Stamina -0.482930162 0.0264690269 0.1934913173 0.1689197081
## Strength 0.187818935 -0.1148252489 -0.0139434786 -0.0443212873
## Balance 0.098434931 -0.0958534905 0.3191070424 -0.1598202133
## Agility -0.004396580 -0.0521555631 -0.6296564350 0.5698550390
## Jumping 0.019087689 -0.0375965305 0.0211852884 -0.0653435941
## Heading -0.004508937 0.1043722421 -0.0304134655 0.1745709023
## Shot_Power -0.172862227 -0.2184454381 -0.1110381061 -0.2158440542
## Finishing 0.181362093 -0.0833617695 0.0117546392 0.0503627930
## Long_Shots -0.033347578 -0.2343587298 -0.1595957082 -0.1420721217
## Curve -0.103232897 -0.1216452322 0.0496911345 0.0724214185
## Freekick_Accuracy -0.229246694 0.2289081503 -0.1575027081 -0.1025756460
## Penalties 0.180102623 0.6013990883 0.1612917546 0.2351453961
## Volleys 0.133858889 -0.2642205156 0.0120461085 0.0867093333
## GK_Positioning 0.055910969 -0.0027435993 0.0797028139 0.0780803648
## GK_Diving 0.050331874 -0.0010224703 0.0744799728 0.0805789654
## GK_Kicking 0.060436600 0.0088966272 0.0830908117 0.0775138121
## GK_Handling 0.057369986 0.0012302844 0.0740596176 0.0875882291
## GK_Reflexes 0.056556781 0.0002894551 0.0732271621 0.0801581753
## [,21] [,22] [,23] [,24]
## Rating 0.3873848559 0.077134247 -0.043412102 0.286072082
## Age 0.0368830493 -0.023339785 -0.004710045 0.094624611
## Weak_foot -0.0054063162 0.010849719 0.006856274 -0.004127023
## Skill_Moves -0.0729326301 0.032608521 0.001457377 -0.117124713
## Ball_Control 0.0392116252 0.092908534 -0.078092561 0.287463495
## Dribbling -0.0282619133 0.128450107 -0.110837206 0.242125381
## Marking 0.0055749157 0.004323473 -0.020090178 0.010401023
## Sliding_Tackle -0.0160797967 0.015445273 0.004055492 0.011824702
## Standing_Tackle -0.0123030814 0.004600435 -0.024351874 0.061338708
## Aggression -0.0494314609 -0.021472914 -0.013917256 0.005304039
## Reactions -0.3021069926 0.011750469 0.116476224 -0.120021951
## Attacking_Position -0.0907934031 0.053872767 -0.395584447 -0.049368709
## Interceptions -0.0895455490 -0.044484348 -0.111899846 0.048407922
## Vision 0.3386171735 0.023594907 0.259311564 -0.034135971
## Composure -0.0852504236 0.057207534 -0.110812364 -0.092124092
## Crossing -0.1228891076 0.229933553 0.211775648 -0.475316143
## Short_Pass -0.1048749285 -0.133837470 -0.066400605 0.072417388
## Long_Pass -0.2533163537 -0.238068764 -0.031864005 -0.163656144
## Acceleration -0.0149712661 -0.079481199 -0.059714632 0.035472674
## Speed 0.0321255108 -0.091725652 0.012956638 -0.039579610
## Stamina 0.0387338391 -0.027343138 0.064435824 -0.013531694
## Strength -0.0734738559 -0.017346922 0.040119667 -0.003019887
## Balance 0.2306693334 -0.034341906 0.021382483 -0.066898415
## Agility -0.0835978457 0.064632749 0.047454789 -0.102751904
## Jumping -0.1045500716 0.027494541 -0.015979992 0.063962077
## Heading 0.4753707805 -0.132711006 -0.014287269 -0.491204456
## Shot_Power 0.0902248048 0.404340501 0.313109925 -0.084397137
## Finishing -0.0540100342 -0.069579621 -0.334897571 0.061925609
## Long_Shots -0.0381096104 0.186094549 -0.204085851 -0.029018619
## Curve 0.1461800026 -0.099561818 0.337480985 0.363157138
## Freekick_Accuracy 0.2104237544 -0.071441004 -0.425550109 -0.143248236
## Penalties -0.3530728191 0.193912153 0.190951619 0.049811344
## Volleys -0.1002277058 -0.729603344 0.247968331 -0.006806395
## GK_Positioning -0.0029883442 -0.017609915 -0.046265531 -0.078748954
## GK_Diving -0.0102326254 -0.018721491 -0.038866136 -0.077366447
## GK_Kicking -0.0035292175 -0.029209394 -0.038566351 -0.101424991
## GK_Handling -0.0049552599 -0.023701851 -0.039795169 -0.075643418
## GK_Reflexes -0.0008946512 -0.025755509 -0.043761766 -0.070953761
## [,25] [,26] [,27] [,28]
## Rating 0.263598728 0.095580477 0.1175645797 0.3131296334
## Age -0.020552368 -0.040328616 -0.0291791715 -0.0419229345
## Weak_foot -0.009963560 -0.007912092 -0.0011621480 0.0003366163
## Skill_Moves -0.120223874 -0.024969168 -0.0199988004 -0.0359171781
## Ball_Control 0.120600074 -0.055194175 0.0184558687 -0.3307778701
## Dribbling 0.069677257 -0.047393554 -0.0919259095 -0.5190580605
## Marking -0.019211200 -0.048372633 -0.2302019156 0.0117074953
## Sliding_Tackle 0.014625750 -0.145072532 -0.3273843985 -0.0126895667
## Standing_Tackle 0.025623897 -0.095090126 -0.1989382603 0.0295932901
## Aggression 0.007735967 0.072422762 -0.0631703005 0.0143641444
## Reactions -0.049438112 -0.009624467 -0.1370032837 -0.0567739507
## Attacking_Position -0.264708460 -0.489071883 0.1859012359 0.1090852457
## Interceptions -0.116869503 0.185822433 0.7804917264 -0.0112260387
## Vision 0.096130901 0.051977025 -0.0094817608 0.0043613938
## Composure -0.012512547 0.032254141 -0.0009573229 -0.0168428638
## Crossing 0.246514427 0.195067966 0.0570764164 0.1317721664
## Short_Pass -0.015615559 -0.121337544 0.0189355269 -0.0602273743
## Long_Pass -0.179137012 0.022720589 -0.0382228984 0.1454480693
## Acceleration -0.030455012 0.086559760 0.0475488983 -0.0746464974
## Speed -0.037096768 -0.052935033 -0.0368599447 0.0377348983
## Stamina 0.009711314 -0.020181638 -0.0532038547 -0.0361745499
## Strength 0.006502196 0.009882845 -0.0201188130 -0.0075429063
## Balance -0.041038565 0.023802219 -0.0055399505 0.0081407929
## Agility -0.006722779 -0.052750249 0.0020992810 0.0616109891
## Jumping 0.043468173 -0.007781936 -0.0044622254 0.0045297416
## Heading -0.322547866 0.039075770 -0.0070253650 -0.2304033341
## Shot_Power 0.045423062 -0.419325179 0.1302706517 0.0789188496
## Finishing -0.060531918 0.172442846 -0.2404349896 0.5077187314
## Long_Shots -0.079468336 0.590455100 -0.1026713879 -0.2296010519
## Curve -0.599151099 0.064150608 -0.0519239888 0.1001248445
## Freekick_Accuracy 0.277537929 -0.154413933 -0.0139098542 -0.0506474902
## Penalties -0.014573433 0.015116400 0.0426701538 -0.0529707712
## Volleys 0.323840574 -0.074253233 0.0765829328 -0.1071094070
## GK_Positioning -0.087049837 -0.039494787 -0.0222043855 -0.0943263245
## GK_Diving -0.087613749 -0.052285166 -0.0207425384 -0.0929694052
## GK_Kicking -0.121017019 -0.052241946 -0.0119363474 -0.1364887912
## GK_Handling -0.077499641 -0.050281551 -0.0186438157 -0.0835889577
## GK_Reflexes -0.083838905 -0.039295578 -0.0214726844 -0.0943933525
## [,29] [,30] [,31] [,32]
## Rating 0.1902314647 -0.1857514266 0.1442106102 -0.0776578415
## Age -0.0082505372 0.0135835998 -0.0113696234 -0.0214005595
## Weak_foot -0.0002741935 -0.0052514125 0.0034040301 -0.0031813693
## Skill_Moves -0.0077684775 -0.0020641150 -0.0288220010 0.0214159851
## Ball_Control -0.1735527495 0.0961062452 -0.0458241550 0.6066194257
## Dribbling -0.1954699735 0.1986025759 0.3225616517 -0.4166484918
## Marking 0.0056475399 0.0140718944 -0.0362228221 0.5268612828
## Sliding_Tackle 0.0781739728 -0.0368233673 0.0136595923 -0.2123701423
## Standing_Tackle 0.0411986125 -0.0293416864 -0.0342542660 -0.2329644393
## Aggression -0.0054084012 -0.0025714598 -0.0072205566 0.0175903314
## Reactions -0.0594003795 0.0617300048 -0.0137305779 0.0121526813
## Attacking_Position 0.3008706879 -0.2975727674 0.0675310909 0.0733097492
## Interceptions -0.2295674782 0.1359549618 -0.0062067744 -0.0598313072
## Vision 0.0036389005 0.0145053693 -0.0175364900 0.0227322344
## Composure -0.0115038212 0.0073995868 -0.0107884521 -0.0166632448
## Crossing -0.0063676728 0.0500595301 -0.0847910796 0.0289449257
## Short_Pass 0.0168216934 -0.0561406270 -0.7514374461 -0.2172695564
## Long_Pass 0.0549305507 -0.0001546435 0.5173385438 0.0534812698
## Acceleration 0.5477767079 0.4751041594 -0.0613863725 0.0373285752
## Speed -0.4968149491 -0.4344537001 0.0024634185 -0.0001118322
## Stamina -0.0276150336 0.0385018245 0.0223350108 -0.0120647658
## Strength 0.0148043612 0.0103099776 -0.0051914279 -0.0036086784
## Balance -0.0301184921 -0.0196800549 0.0208077141 -0.0032451965
## Agility -0.0212324593 -0.0510504000 -0.0169486594 -0.0180442890
## Jumping -0.0007616732 0.0058698612 0.0004412008 0.0091754571
## Heading -0.0268382033 0.0882765047 0.0037756186 -0.0342289954
## Shot_Power -0.0517447092 0.1776821585 0.0149334152 -0.0206197016
## Finishing -0.3506469100 0.4262591620 -0.0741356307 -0.0229271917
## Long_Shots 0.2012135992 -0.3642099830 -0.0612187508 0.0072575355
## Curve -0.0033794954 0.0130816623 -0.0401774087 -0.0035321411
## Freekick_Accuracy -0.0604710359 0.0524916146 0.0013686108 -0.0041659974
## Penalties 0.0382068958 -0.0732721232 0.0248165936 -0.0026452120
## Volleys 0.0651214866 -0.0635158982 0.0313056333 0.0244830620
## GK_Positioning -0.0304327243 0.0354612539 -0.0347920711 0.0113165768
## GK_Diving -0.0473126374 0.0534252613 -0.0430647914 -0.0109159874
## GK_Kicking -0.0738245265 0.0624556476 -0.0509210479 0.0910225580
## GK_Handling -0.0455685082 0.0389312747 -0.0289346750 0.0052468602
## GK_Reflexes -0.0335100759 0.0524842876 -0.0213177594 0.0070560263
## [,33] [,34] [,35] [,36]
## Rating 0.0428023002 -0.075316040 -0.0040753295 -0.0016417531
## Age -0.0114481759 0.006809078 -0.0125638217 0.0096044612
## Weak_foot 0.0028674744 0.002378350 -0.0017127152 0.0013941701
## Skill_Moves 0.0001419729 0.012977102 -0.0036055558 0.0019194838
## Ball_Control -0.4141421695 0.254304668 -0.0198646072 -0.0022071540
## Dribbling 0.3007204975 -0.161150440 0.0217788198 0.0010809370
## Marking 0.5960412712 -0.232130015 0.0211332532 0.0129536940
## Sliding_Tackle -0.2958060711 0.121954059 -0.0072210786 -0.0253581731
## Standing_Tackle -0.2971771628 0.103270427 -0.0158199691 0.0175719990
## Aggression 0.0156850938 -0.001633477 0.0012024299 0.0007076605
## Reactions -0.0106248900 0.003274778 0.0050580625 0.0045344443
## Attacking_Position 0.0079583389 -0.003276284 -0.0082841723 0.0036531567
## Interceptions -0.0051692323 0.017985801 0.0037821919 -0.0046632578
## Vision 0.0138367552 0.003392234 -0.0038398763 -0.0050698717
## Composure 0.0017497989 -0.002680053 -0.0052205858 0.0003224345
## Crossing -0.0267960584 0.011899917 -0.0068242191 -0.0009974968
## Short_Pass 0.1384387608 -0.068165935 0.0096740263 0.0015003664
## Long_Pass -0.0385821413 0.018728270 -0.0017932313 -0.0026172947
## Acceleration -0.0298968337 0.012164670 0.0052231111 0.0074639477
## Speed -0.0001097433 0.012800234 -0.0056595376 -0.0030227296
## Stamina 0.0008681667 0.006569292 -0.0018040223 -0.0004356531
## Strength -0.0043970094 0.001431986 -0.0004137037 -0.0018161701
## Balance -0.0058182428 0.005270623 0.0023498647 0.0091759400
## Agility -0.0044465430 -0.008472048 -0.0013830286 -0.0052059789
## Jumping 0.0077040068 -0.006416109 0.0035200217 -0.0041641102
## Heading -0.0266836363 0.043604555 0.0017783426 0.0058569442
## Shot_Power 0.0305401133 -0.011440727 0.0079871135 -0.0026979918
## Finishing -0.0317683849 0.009559355 0.0034013313 -0.0060063451
## Long_Shots -0.0167852146 0.005414484 -0.0038421181 0.0127258737
## Curve -0.0012992984 0.008478829 0.0055424194 -0.0028978883
## Freekick_Accuracy 0.0154254445 -0.007407635 0.0046358952 -0.0060656528
## Penalties 0.0037727226 0.002038921 0.0011526917 -0.0007262887
## Volleys 0.0102257289 -0.005700600 0.0002329480 -0.0051355413
## GK_Positioning 0.0712018125 0.226827498 0.4789602471 -0.7212586097
## GK_Diving 0.1393885967 0.251948262 -0.5051703555 0.0412239806
## GK_Kicking -0.3844561629 -0.783790893 -0.0320046193 -0.0184382367
## GK_Handling 0.0393491963 0.204608298 0.5370949157 0.6897920439
## GK_Reflexes 0.0693630345 0.211196803 -0.4728336202 0.0103256163
## [,37] [,38]
## Rating -0.0055447852 -0.0295369027
## Age 0.0001325087 0.0036258297
## Weak_foot 0.0004486754 -0.0005754697
## Skill_Moves 0.0020051924 -0.0037056189
## Ball_Control -0.0195921283 0.0008114749
## Dribbling 0.0086135967 0.0172883514
## Marking 0.0131870699 0.0332047322
## Sliding_Tackle 0.0579935638 -0.6663855476
## Standing_Tackle -0.0816627329 0.7286267452
## Aggression -0.0011031643 -0.0024040034
## Reactions 0.0011140611 0.0101606503
## Attacking_Position -0.0022844541 0.0068088267
## Interceptions 0.0101721529 -0.0866289005
## Vision -0.0038078824 -0.0079850880
## Composure 0.0032163668 -0.0021327974
## Crossing -0.0003368634 0.0181531389
## Short_Pass 0.0237518607 -0.0298752323
## Long_Pass -0.0093771771 0.0198403575
## Acceleration -0.0089086885 0.0141794220
## Speed 0.0034964007 0.0096519594
## Stamina 0.0026181218 -0.0056036917
## Strength 0.0030140506 -0.0128657161
## Balance 0.0017744429 0.0087742952
## Agility 0.0030360715 0.0012474790
## Jumping -0.0013799833 0.0048049947
## Heading -0.0031852815 0.0201196381
## Shot_Power 0.0087682408 0.0067095586
## Finishing 0.0025525748 -0.0252481017
## Long_Shots -0.0059874610 -0.0066043842
## Curve -0.0003502923 -0.0011509028
## Freekick_Accuracy 0.0001485283 -0.0064138878
## Penalties 0.0024324075 0.0030667815
## Volleys -0.0043742550 -0.0011482606
## GK_Positioning -0.0195325042 0.0359908618
## GK_Diving -0.6779534487 -0.0598981518
## GK_Kicking -0.0404934784 -0.0037229829
## GK_Handling 0.0122499512 -0.0050409279
## GK_Reflexes 0.7255647848 0.0817826492eigenpc <- eigen(corpc)$values
eigenpc## [1] 19.50103815 5.19363027 3.42873946 1.73872644 1.36788830
## [6] 0.82894975 0.71602420 0.55569431 0.46342383 0.37268506
## [11] 0.36376356 0.30610428 0.28720111 0.25536435 0.24252537
## [16] 0.22742635 0.21710106 0.20529550 0.19260151 0.18049217
## [21] 0.15358763 0.14679538 0.13092409 0.11617365 0.10680955
## [26] 0.09140248 0.08434227 0.08015892 0.07078072 0.06985558
## [31] 0.06361268 0.04418852 0.03971192 0.03923393 0.03326878
## [36] 0.03182729 0.02740198 0.02524958sum(eigenpc)## [1] 38pcsoccer <- scalepc %*% loadingpc
colnames(pcsoccer) <- paste0("PC", 1:38)
head(pcsoccer[,1:2])## PC1 PC2
## Cristiano.Ronaldo -9.020517 3.677038
## Lionel.Messi -8.699723 5.131229
## Neymar -8.051285 5.073677
## Luis.Suárez -7.193752 3.180248
## Manuel.Neuer 8.079163 1.506307
## De.Gea 9.226646 1.769915eigen_data <- matrix(0, nrow = round(sum(eigenpc),0), ncol = 3)
colnames(eigen_data) <- c("eigenvalue", "percentage", "cumulative.percentage")
rownames(eigen_data) <- paste0("comp", 1:sum(eigenpc))
eigen_data[,1] <- eigenpc
percentage <- apply(as.matrix(eigenpc), 2, sum(eigenpc), FUN = "/") * 100
eigen_data[,2] <- percentage
cum_fun <- function(x){ #x should be n * 1 column matrix
for (i in 2:nrow(x)){
x[i,] <- x[i-1,] + x[i,]
}
return(x)
}
cumulative <- cum_fun(percentage) #or use cumsum!!!
eigen_data[,3] <- cumulative
print(eigen_data)## eigenvalue percentage cumulative.percentage
## comp1 19.50103815 51.31852145 51.31852
## comp2 5.19363027 13.66744809 64.98597
## comp3 3.42873946 9.02299859 74.00897
## comp4 1.73872644 4.57559589 78.58456
## comp5 1.36788830 3.59970607 82.18427
## comp6 0.82894975 2.18144670 84.36572
## comp7 0.71602420 1.88427421 86.24999
## comp8 0.55569431 1.46235344 87.71234
## comp9 0.46342383 1.21953640 88.93188
## comp10 0.37268506 0.98075015 89.91263
## comp11 0.36376356 0.95727254 90.86990
## comp12 0.30610428 0.80553758 91.67544
## comp13 0.28720111 0.75579239 92.43123
## comp14 0.25536435 0.67201143 93.10324
## comp15 0.24252537 0.63822467 93.74147
## comp16 0.22742635 0.59849038 94.33996
## comp17 0.21710106 0.57131858 94.91128
## comp18 0.20529550 0.54025131 95.45153
## comp19 0.19260151 0.50684609 95.95838
## comp20 0.18049217 0.47497939 96.43336
## comp21 0.15358763 0.40417798 96.83753
## comp22 0.14679538 0.38630362 97.22384
## comp23 0.13092409 0.34453709 97.56837
## comp24 0.11617365 0.30572012 97.87409
## comp25 0.10680955 0.28107776 98.15517
## comp26 0.09140248 0.24053284 98.39570
## comp27 0.08434227 0.22195335 98.61766
## comp28 0.08015892 0.21094454 98.82860
## comp29 0.07078072 0.18626506 99.01487
## comp30 0.06985558 0.18383049 99.19870
## comp31 0.06361268 0.16740179 99.36610
## comp32 0.04418852 0.11628559 99.48239
## comp33 0.03971192 0.10450504 99.58689
## comp34 0.03923393 0.10324718 99.69014
## comp35 0.03326878 0.08754943 99.77769
## comp36 0.03182729 0.08375604 99.86144
## comp37 0.02740198 0.07211047 99.93355
## comp38 0.02524958 0.06644625 100.00000graph <- ggplot(as.data.frame(eigen_data[,1]), aes(x = 1:38, y = as.numeric(eigen_data[,1])))
graph <- graph + geom_bar(stat = "identity", alpha = 0.3, color = "red") + geom_point() +
geom_line() +
labs(title = "Screeplot of eigenvalues", x = "number of components", y = "values") +
scale_x_continuous(breaks=seq(1,12,1))
graph
ggplot(as.data.frame(pcsoccer[,1:2]), aes(x = PC1, y = PC2)) + geom_point() +
geom_text(aes(label = rownames(pcsoccer), hjust = -0.4), size = 3)
plot(PCA(pcsoccer))
## Warning in arrows(0, 0, coord.var[v, 1], coord.var[v, 2], length = 0.1, :
## zero-length arrow is of indeterminate angle and so skipped
PCA2 with small sample
pcsoccer2 <- soccer_positioncleaned[,-c(1,2,3,4,5,6,7,8,9,11,12,13,14,16,17)]
scalepc2 <- scale(pcsoccer2, T, T)
rownames(pcsoccer2) <- make.names(soccer_positioncleaned[,1], unique = T)
rownames(scalepc2) <- make.names(soccer_positioncleaned[,1], unique = T)
corpc2 <- cor(scalepc2)
loadingpc2 <- eigen(corpc2)$vectors
rownames(loadingpc2) <- colnames(scalepc2)
loadingpc2## [,1] [,2] [,3] [,4]
## Rating -0.061711926 0.046807466 -0.465075049 -0.180128071
## Age 0.025641315 -0.023272012 -0.298192648 0.151723366
## Weak_foot -0.077440808 0.105321930 -0.060112185 0.019247802
## Skill_Moves -0.169743265 0.158604755 0.054441129 0.034785260
## Ball_Control -0.220827097 0.021408065 -0.011277799 0.021177001
## Dribbling -0.215046790 0.086655294 0.036247544 -0.020226822
## Marking -0.088274469 -0.357205657 -0.021833305 -0.163639170
## Sliding_Tackle -0.092615795 -0.348600847 -0.020610352 -0.194205877
## Standing_Tackle -0.101271159 -0.347733626 -0.034798489 -0.158387068
## Aggression -0.130311022 -0.252792246 -0.107552815 0.020697216
## Reactions -0.068453417 0.060214032 -0.454615882 -0.177774283
## Attacking_Position -0.198930703 0.140653732 -0.006065903 0.081736063
## Interceptions -0.099215674 -0.334181841 -0.074496286 -0.178604297
## Vision -0.156019749 0.156715038 -0.180205083 -0.094049748
## Composure -0.153770816 0.002068477 -0.267955508 0.002619833
## Crossing -0.200286116 0.039242192 0.014252768 -0.124863953
## Short_Pass -0.211348469 -0.040290790 -0.070129411 -0.045182470
## Long_Pass -0.185686273 -0.079050135 -0.111806781 -0.130724676
## Acceleration -0.159228604 0.116875914 0.179917474 -0.256379922
## Speed -0.156548809 0.086217781 0.175390450 -0.215479755
## Stamina -0.186649138 -0.101841303 0.048239485 -0.090227670
## Strength 0.001517699 -0.212213661 -0.216748353 0.343698828
## Balance -0.142811349 0.125907462 0.150588447 -0.325392667
## Agility -0.156276497 0.168281405 0.111711361 -0.285446428
## Jumping -0.029281830 -0.093691358 -0.090819464 -0.135370774
## Heading -0.152376239 -0.190982384 -0.037604073 0.263790102
## Shot_Power -0.198986933 0.045433654 -0.089184440 0.147458789
## Finishing -0.181471318 0.189512466 -0.026004434 0.182583536
## Long_Shots -0.199282702 0.114049000 -0.068454835 0.090002584
## Curve -0.197364420 0.107157994 -0.051760976 -0.012773599
## Freekick_Accuracy -0.181658169 0.093237552 -0.085029410 0.033351970
## Penalties -0.180568346 0.119417933 -0.084246910 0.196485478
## Volleys -0.184194507 0.160792639 -0.075314354 0.149146555
## GK_Positioning 0.198752392 0.118177772 -0.171765148 -0.140391541
## GK_Diving 0.198332203 0.120890239 -0.169341993 -0.144498686
## GK_Kicking 0.197546852 0.121930230 -0.167827959 -0.138392492
## GK_Handling 0.197743542 0.120924819 -0.174443718 -0.142766474
## GK_Reflexes 0.198666701 0.121560666 -0.170000791 -0.138544548
## [,5] [,6] [,7] [,8]
## Rating 0.173086455 0.248133946 0.0076649699 -0.163175110
## Age -0.124351591 -0.733753756 0.0777226432 -0.367052974
## Weak_foot -0.039483872 -0.037007178 -0.9815675174 -0.011590733
## Skill_Moves -0.008737119 0.053188514 -0.0033131742 -0.248584825
## Ball_Control -0.013458761 0.071323925 0.0087756827 -0.064773395
## Dribbling -0.008754577 0.059185519 0.0309690527 -0.038076956
## Marking -0.110485979 -0.007403752 -0.0284873845 0.005693067
## Sliding_Tackle -0.106289017 -0.006427299 -0.0147728370 0.024531034
## Standing_Tackle -0.117213743 0.015469286 -0.0221097168 0.037824097
## Aggression 0.102725772 -0.037299855 0.0129121680 0.060313343
## Reactions 0.113054237 0.150028121 0.0480062240 -0.252094995
## Attacking_Position 0.027964779 0.023247048 0.0514912000 0.032348322
## Interceptions -0.122948933 -0.002368368 -0.0343121817 0.035801421
## Vision -0.197566586 0.049796645 0.0236523517 0.195416622
## Composure 0.055915906 -0.067730182 -0.0008711663 -0.279475594
## Crossing -0.135112963 -0.043318231 0.0601712928 0.026410868
## Short_Pass -0.107610371 0.096132294 0.0025773761 0.027471477
## Long_Pass -0.225219599 0.060503063 -0.0075688382 0.127809372
## Acceleration 0.258860043 0.052713521 0.0162615942 -0.145727944
## Speed 0.325884570 0.092121762 0.0262772199 -0.161906217
## Stamina 0.108745052 0.034046055 0.0094744330 0.060377519
## Strength 0.289623662 0.189330871 -0.0273130209 0.113927731
## Balance -0.007988740 -0.283417983 -0.0086744094 -0.027699873
## Agility 0.106342681 -0.126539442 0.0046715350 -0.034454571
## Jumping 0.583796405 -0.416276143 -0.0396944485 0.475424578
## Heading 0.226591233 0.033780401 -0.0232932217 -0.102101064
## Shot_Power 0.014313692 0.027508718 0.0580032572 0.172859156
## Finishing 0.057373603 0.025474887 0.0266596599 0.080162758
## Long_Shots -0.071781781 -0.009471974 0.0505630970 0.226176740
## Curve -0.138600477 -0.040195634 0.0480495340 0.147396750
## Freekick_Accuracy -0.225949382 -0.097628141 0.0358321234 0.272508010
## Penalties -0.015698077 -0.069256662 0.0389442614 0.074344276
## Volleys 0.029439467 -0.026744515 0.0324443895 0.078364051
## GK_Positioning -0.013522220 0.021566164 0.0068608900 0.108433936
## GK_Diving -0.012932638 0.027502125 0.0094004459 0.118854473
## GK_Kicking -0.017314469 0.024530885 0.0068237482 0.119505741
## GK_Handling -0.013384208 0.029413644 0.0119975651 0.115967436
## GK_Reflexes -0.013587865 0.027235016 0.0137695368 0.119137075
## [,9] [,10] [,11] [,12]
## Rating -0.08853608 0.2630454439 -0.03597208 -0.023546497
## Age 0.29324998 0.0809315306 -0.14163097 -0.196427154
## Weak_foot 0.08204755 0.0229912674 0.03324324 -0.003494470
## Skill_Moves -0.23463483 0.2039839024 -0.46882657 0.099972181
## Ball_Control -0.09959723 0.0020513513 -0.04719034 -0.116571984
## Dribbling -0.01066159 -0.0006001206 -0.06261970 -0.096742976
## Marking 0.03946209 0.1087637470 0.02438036 0.060068716
## Sliding_Tackle 0.05211050 0.1133566511 0.02319869 0.053832800
## Standing_Tackle 0.03380032 0.0758835697 0.01951537 0.040139484
## Aggression 0.17964495 -0.2485879386 0.22771482 0.123476180
## Reactions -0.08914200 0.1620132794 0.33776528 -0.142249056
## Attacking_Position 0.06613493 -0.0884806231 0.11675879 -0.215165720
## Interceptions 0.02343010 0.0473098888 0.03793546 0.036292209
## Vision -0.05719025 -0.3643481121 -0.20017457 -0.324667032
## Composure -0.22592600 -0.5951235190 -0.04845155 0.536747042
## Crossing 0.17035002 0.1398279167 -0.13733450 -0.072421355
## Short_Pass -0.14459277 -0.0475219238 -0.12535248 -0.181024824
## Long_Pass -0.12500688 -0.0691497301 -0.27732100 -0.147877749
## Acceleration 0.27839557 0.0327475628 -0.08944935 0.094692925
## Speed 0.33957537 0.0707482786 -0.12360581 0.135047257
## Stamina 0.27246143 -0.2497636733 0.11746225 -0.266571177
## Strength 0.36425329 -0.1294919607 -0.41972927 -0.043613488
## Balance -0.09825731 -0.1156591495 0.18325852 -0.054547246
## Agility 0.05238392 -0.0747709611 -0.01310657 -0.004664872
## Jumping -0.35984601 0.0868789685 -0.14653613 -0.037393303
## Heading -0.14660961 0.1601716102 0.10926977 -0.112093124
## Shot_Power 0.12107912 0.0213981908 0.15025034 0.180979135
## Finishing 0.02129109 0.0044696908 0.14953993 -0.135231206
## Long_Shots 0.10531168 0.0152076094 0.11710073 0.054071483
## Curve 0.10017229 0.1566639875 -0.05703111 0.203998399
## Freekick_Accuracy 0.07661119 0.2205188690 -0.09734462 0.386019483
## Penalties -0.01177656 0.1526999913 0.16143475 0.125124095
## Volleys 0.03337339 0.0692644048 0.18932910 0.038768154
## GK_Positioning 0.10972758 -0.0073335455 -0.01969328 0.021627968
## GK_Diving 0.11088848 -0.0131186727 -0.01484783 0.035231927
## GK_Kicking 0.10807571 -0.0168792671 -0.01422497 0.026171806
## GK_Handling 0.10122599 -0.0097798831 -0.02164100 0.031686228
## GK_Reflexes 0.10577040 -0.0071588760 -0.01379183 0.032111220
## [,13] [,14] [,15] [,16]
## Rating 0.0306138381 0.024980315 0.2125214345 0.03483943
## Age -0.0422029235 -0.059997525 0.0954887475 0.07937358
## Weak_foot -0.0084608715 -0.046068462 -0.0041855446 -0.00794342
## Skill_Moves 0.4790621385 -0.037647307 -0.2794315026 0.41345189
## Ball_Control -0.0339519370 -0.026732736 0.0834023414 -0.04471738
## Dribbling -0.0628472677 -0.089359542 -0.0003347679 -0.02076064
## Marking -0.1046897491 0.058210348 -0.0691392404 0.14318595
## Sliding_Tackle -0.0868747717 0.035892251 -0.0868440047 0.15116264
## Standing_Tackle -0.0591502689 0.053529223 -0.0863984515 0.15112259
## Aggression 0.6642333812 -0.400004198 0.0917067112 -0.11687282
## Reactions 0.0964617941 0.056989848 -0.2511467047 -0.24060493
## Attacking_Position -0.0766726770 -0.128038930 -0.1998959345 -0.04391935
## Interceptions -0.0259595648 0.075351381 -0.1032957876 0.16215757
## Vision -0.0438244369 -0.053873691 -0.2483645377 0.02835694
## Composure -0.2841942396 -0.012011249 -0.0637701508 0.01333672
## Crossing -0.1292020727 -0.288888347 -0.1152739993 -0.28591457
## Short_Pass -0.0261815535 0.003214170 0.2721485508 -0.06607834
## Long_Pass -0.0160615197 -0.015080269 0.4618227130 -0.03156159
## Acceleration -0.1011936156 -0.042335320 0.0587756608 0.02571079
## Speed -0.1793966103 -0.128620507 0.0916391082 0.01051436
## Stamina 0.0016691164 0.127792808 -0.2983721298 0.22462195
## Strength 0.1066486377 0.429287571 -0.0146578769 -0.19345514
## Balance 0.2613846927 0.487704735 0.1592778656 -0.18386056
## Agility 0.1167935376 0.226464957 0.1006746001 0.01132853
## Jumping -0.0718930816 -0.143699236 -0.0986288645 0.01524922
## Heading -0.1427445349 -0.013298120 0.0880517397 -0.10265451
## Shot_Power 0.0229378795 -0.069420799 0.3276866072 0.24568484
## Finishing -0.0355942785 0.016184688 -0.0204826669 0.16986814
## Long_Shots -0.0022694486 -0.032987778 0.1778931799 0.23054210
## Curve -0.0531401232 -0.117328152 -0.1584906882 -0.28627802
## Freekick_Accuracy 0.0912056115 0.153922288 -0.1689181847 -0.29795760
## Penalties -0.0821781440 0.360621207 -0.0628843135 0.14319420
## Volleys -0.0458253301 -0.022974682 -0.0178620881 0.23034441
## GK_Positioning -0.0008447367 -0.019691586 0.0172749277 0.09728467
## GK_Diving 0.0018392555 -0.002023773 0.0203861566 0.09915517
## GK_Kicking 0.0007418953 -0.009888847 0.0087346673 0.09653952
## GK_Handling -0.0101461893 -0.014214087 0.0111746162 0.08771053
## GK_Reflexes -0.0023280662 -0.010653279 0.0034993894 0.09309625
## [,17] [,18] [,19] [,20]
## Rating -0.0811837808 0.139798817 -0.225255621 0.111997180
## Age -0.0188292485 0.045513834 0.080269356 0.034251381
## Weak_foot 0.0059299805 0.003179623 0.002031854 0.007085062
## Skill_Moves 0.0955886251 -0.007723048 -0.058762015 0.045383699
## Ball_Control 0.0085892578 0.020628850 -0.089363216 -0.016622417
## Dribbling 0.0251940971 -0.092666946 -0.126089369 -0.041918332
## Marking -0.0059968092 -0.132361424 -0.009244887 -0.016088669
## Sliding_Tackle -0.0106041654 -0.164424072 -0.030853362 -0.016298580
## Standing_Tackle 0.0004030728 -0.127346120 -0.020460759 -0.008610624
## Aggression -0.2931768486 -0.034188614 -0.091131096 -0.057964519
## Reactions 0.1862850975 -0.028380932 0.354907475 -0.016272807
## Attacking_Position 0.0399471154 -0.176402602 -0.173121122 0.015433255
## Interceptions 0.0098931824 -0.114619149 0.040934316 -0.041466616
## Vision -0.3217627711 -0.239928646 0.356652182 0.151934918
## Composure 0.0826603636 0.018107885 -0.126802175 -0.019267752
## Crossing 0.1228884996 -0.101812833 -0.424563280 -0.091904068
## Short_Pass -0.0501165867 0.140945184 -0.062259386 -0.025920806
## Long_Pass -0.0333179227 0.163338517 0.058637182 -0.037964787
## Acceleration -0.1678286741 -0.053924881 0.172806775 0.132549565
## Speed -0.1734423557 -0.052710835 0.144794874 0.194031520
## Stamina 0.1565197870 0.688017741 -0.135069683 0.083265183
## Strength 0.1638617841 -0.231296544 -0.054459579 -0.050071479
## Balance 0.1338418881 -0.229575987 -0.252344022 0.390920860
## Agility 0.0299241643 0.015101518 0.173880760 -0.795536911
## Jumping 0.0365296628 0.024082387 0.010584717 0.035662887
## Heading -0.1319323824 0.023539116 0.011929630 -0.077257273
## Shot_Power 0.2746738312 0.009576187 0.191822724 0.166663369
## Finishing -0.0239975396 -0.128708641 -0.090798122 -0.013489106
## Long_Shots 0.2451482893 -0.063851088 0.140922655 0.040456893
## Curve 0.1354909219 0.084580041 -0.112908709 -0.095684452
## Freekick_Accuracy -0.0710001167 0.249935024 0.254687460 0.126599323
## Penalties -0.6349044943 0.070853305 -0.214082316 -0.068547784
## Volleys 0.1347936429 -0.252946442 -0.068336341 -0.141399283
## GK_Positioning -0.0104088609 -0.019535080 -0.115267442 -0.027397537
## GK_Diving -0.0207831236 -0.012927803 -0.102042217 -0.026480812
## GK_Kicking -0.0343180312 -0.018687144 -0.108120040 -0.017120532
## GK_Handling -0.0354118449 -0.022743788 -0.101369114 -0.040380409
## GK_Reflexes -0.0260528526 -0.010143628 -0.111252894 -0.038745778
## [,21] [,22] [,23] [,24]
## Rating 0.408418125 -0.0712255630 0.153365928 -0.194260042
## Age 0.032938470 0.0096380064 0.071380522 -0.038353176
## Weak_foot -0.021052574 -0.0263424374 -0.004919644 -0.001241103
## Skill_Moves -0.053113783 -0.0234569813 -0.115576870 0.127272300
## Ball_Control 0.029685796 -0.0789172582 0.219354968 -0.114064011
## Dribbling -0.018719255 -0.1247802240 0.232905930 -0.048776873
## Marking 0.046351610 0.0004485286 0.026209100 0.035889653
## Sliding_Tackle 0.032947167 -0.0268925405 0.021789611 0.013276317
## Standing_Tackle 0.027519856 -0.0002289477 0.074799613 -0.029147795
## Aggression -0.005559915 0.0518023199 0.028480549 -0.014578024
## Reactions -0.397087585 0.0026962049 -0.087641453 0.031490616
## Attacking_Position -0.020701021 -0.1208080849 0.359689419 0.260240984
## Interceptions -0.022188757 0.0044683553 0.087846640 0.010417815
## Vision 0.281890948 -0.0912124131 -0.234039959 -0.105730692
## Composure -0.027073651 0.0087332869 0.010797564 0.090482056
## Crossing -0.175932808 -0.1818049027 -0.327537124 0.230009262
## Short_Pass -0.095802932 0.1090389156 0.109769397 -0.032180940
## Long_Pass -0.339661289 0.2736521627 -0.095938230 0.132808971
## Acceleration -0.101401445 0.0553464668 -0.003871799 -0.012188763
## Speed -0.028359070 0.1289977863 0.006213049 0.029898669
## Stamina 0.041748996 0.0790869535 -0.110135853 0.007559888
## Strength -0.079902619 -0.0070343645 0.006600964 -0.046765674
## Balance 0.114242966 0.0306744626 -0.121789010 0.052092350
## Agility 0.175015609 -0.1514818217 0.023568815 0.050188845
## Jumping -0.119875775 -0.0242638888 0.049808398 -0.062237910
## Heading 0.411800913 0.0385788894 -0.370262389 0.475593837
## Shot_Power -0.002906837 -0.4320668473 -0.257257862 -0.008096268
## Finishing 0.013153099 0.1483401391 0.336304532 0.099808494
## Long_Shots -0.016180088 -0.1490680638 0.101028832 0.051713933
## Curve 0.188156887 0.0383787315 -0.149304344 -0.527397471
## Freekick_Accuracy 0.152251069 0.1554476445 0.263634815 0.357739435
## Penalties -0.347932196 -0.2008546752 -0.147117248 -0.118347453
## Volleys 0.038203430 0.6892020845 -0.214802014 -0.135845735
## GK_Positioning 0.025260356 0.0205265936 -0.026731084 0.136299942
## GK_Diving 0.005231843 0.0121845035 -0.034901666 0.114680821
## GK_Kicking 0.008537984 0.0211490916 -0.030352382 0.145246458
## GK_Handling 0.012247092 0.0179617184 -0.024220723 0.108145246
## GK_Reflexes 0.004350638 0.0184360597 -0.013173892 0.111872596
## [,25] [,26] [,27] [,28]
## Rating 0.236976537 0.147710494 0.0405683145 0.2217433828
## Age -0.018988326 -0.031590324 0.0008223766 -0.0156665640
## Weak_foot 0.005284085 -0.006674564 0.0064291191 -0.0133644141
## Skill_Moves -0.130277749 -0.017662494 0.0231704108 -0.0357078748
## Ball_Control 0.071583804 -0.233366240 -0.2108160189 -0.2155203539
## Dribbling 0.041767762 -0.203006338 -0.2891558701 -0.3624974367
## Marking -0.031829709 0.056749937 0.1590362785 -0.1322511969
## Sliding_Tackle 0.018262027 0.035842975 0.2169437920 -0.2373892023
## Standing_Tackle 0.018959891 0.034067884 0.1567729162 -0.1552712888
## Aggression -0.002686662 0.027316053 -0.0221622781 -0.0440461595
## Reactions -0.062664566 0.014401986 0.0179024062 -0.1182179191
## Attacking_Position -0.219873232 -0.333433148 0.1874949211 0.2064602915
## Interceptions -0.135576853 -0.190371604 -0.4510053137 0.5430090909
## Vision 0.105808873 0.052316367 0.0124315275 0.0020432834
## Composure -0.013591843 0.064943465 0.0069649250 -0.0011509341
## Crossing 0.350489183 0.222532986 -0.0235130006 0.1392251141
## Short_Pass 0.006735179 -0.211751882 0.0179377569 -0.1135031207
## Long_Pass -0.216642425 0.080199935 0.1299597036 0.0949662535
## Acceleration -0.134443721 0.034676232 -0.1196174184 0.3141297025
## Speed -0.001485624 -0.038916443 0.0691070564 -0.2635104721
## Stamina 0.037625625 0.011472111 -0.0156392949 -0.0388097992
## Strength 0.009656905 0.003564484 -0.0087970404 -0.0075906362
## Balance -0.077260523 -0.002571561 -0.0108866666 -0.0428284545
## Agility 0.073337331 0.003627263 0.0928980680 0.0267398061
## Jumping 0.037808497 -0.006584862 0.0041844205 -0.0004115954
## Heading -0.308438011 -0.025626326 -0.1387216535 -0.0997564256
## Shot_Power 0.089664972 -0.342027803 0.2959205594 0.1094611162
## Finishing -0.156850483 0.422041866 0.3609233291 0.1244625052
## Long_Shots -0.093507701 0.487936963 -0.4822143777 -0.1855523202
## Curve -0.553197680 -0.006256489 0.0771500445 -0.0223644627
## Freekick_Accuracy 0.215617366 -0.082091253 0.0052698484 -0.0031816834
## Penalties -0.004541696 -0.014117526 -0.0458446159 -0.0305279453
## Volleys 0.300696936 -0.209225099 -0.0685772119 0.0227457604
## GK_Positioning -0.110566397 -0.078748181 -0.0419151729 -0.0760094916
## GK_Diving -0.092350745 -0.070885810 -0.0231776274 -0.0721374144
## GK_Kicking -0.130853072 -0.093801767 -0.0291585623 -0.0788454474
## GK_Handling -0.081790938 -0.069915910 -0.0268062758 -0.0929772022
## GK_Reflexes -0.098174818 -0.083302126 -0.0319121061 -0.0821511715
## [,29] [,30] [,31] [,32]
## Rating 0.005603420 0.189339509 0.0800335939 -0.0605621129
## Age 0.010106898 -0.014614071 -0.0109415446 -0.0121168801
## Weak_foot 0.001397157 0.008562935 -0.0029037624 -0.0072623419
## Skill_Moves -0.021337026 0.013290353 -0.0557730283 0.0079788230
## Ball_Control 0.068459254 -0.197822936 0.0832314535 0.7369445786
## Dribbling 0.132056206 -0.232122412 0.4286063464 -0.5046107677
## Marking 0.093198729 -0.021600519 -0.0285638274 0.2121211551
## Sliding_Tackle 0.175933618 0.104520631 0.0201975014 -0.0381621065
## Standing_Tackle 0.074412991 0.028610665 -0.0582253994 -0.1117157938
## Aggression 0.016938141 -0.013378009 0.0092302068 0.0087918483
## Reactions -0.012439780 -0.058111220 -0.0091264993 0.0036313868
## Attacking_Position 0.028497702 0.523288231 -0.0462819595 0.0095427202
## Interceptions -0.376469747 -0.201686939 0.0383883436 -0.0459387287
## Vision -0.024014197 -0.015417058 0.0061585773 0.0108932625
## Composure 0.007601382 -0.013148760 -0.0157182037 -0.0056268184
## Crossing -0.051474789 -0.100093645 -0.0628763363 0.0449934659
## Short_Pass -0.033889876 -0.162174984 -0.7534687754 -0.2136200190
## Long_Pass 0.008566381 0.180983775 0.3997172322 0.0358929539
## Acceleration 0.637938502 -0.123811387 -0.1064793616 0.0102766790
## Speed -0.583581096 0.101964342 0.0027494173 0.0276781637
## Stamina 0.016715865 -0.004986157 0.0535570625 -0.0068243110
## Strength 0.020522432 -0.002446844 -0.0093595700 0.0043114095
## Balance -0.040300790 -0.011405025 0.0133873200 -0.0055526909
## Agility -0.056387896 0.043512610 -0.0005487656 0.0064972781
## Jumping 0.004535665 -0.005517087 -0.0032325687 0.0049810320
## Heading 0.049743610 -0.067217801 0.0033480203 -0.0273960055
## Shot_Power -0.006765912 -0.171053461 0.0557034099 -0.0202239296
## Finishing -0.124671882 -0.521912097 0.0489473786 0.0061558438
## Long_Shots 0.005882674 0.302913125 -0.1841103117 0.0298902262
## Curve -0.033488252 -0.007234879 -0.0156083768 -0.0046640257
## Freekick_Accuracy 0.047381134 -0.043456754 0.0267259817 -0.0072241400
## Penalties -0.028942133 0.092290983 0.0043621253 -0.0001740391
## Volleys 0.076812178 0.101378173 0.0145170889 0.0062255976
## GK_Positioning 0.014331937 -0.047151938 -0.0204635519 -0.0042397538
## GK_Diving -0.005976315 -0.063097557 0.0054581889 -0.0918133293
## GK_Kicking 0.006248910 -0.076871502 -0.0098752163 0.2750418027
## GK_Handling 0.027791202 -0.096834728 -0.0609953043 -0.0107201338
## GK_Reflexes 0.048026914 -0.054311409 -0.0157236993 -0.0240867166
## [,33] [,34] [,35] [,36]
## Rating 0.0447712046 -0.0251759512 0.0136171662 0.0027511153
## Age 0.0027226722 0.0106007478 -0.0065322635 0.0097222902
## Weak_foot -0.0015672161 0.0027975777 -0.0012385311 0.0029405505
## Skill_Moves -0.0084298803 -0.0059452500 -0.0027895820 0.0095618556
## Ball_Control -0.2370447148 0.1330737917 -0.0840490445 0.0137021502
## Dribbling 0.1657530866 -0.1200577821 0.0612765372 -0.0074890508
## Marking 0.1026709415 -0.7930125143 0.0475277305 0.0092594965
## Sliding_Tackle -0.0761369586 0.3857864833 0.0181446526 -0.1654949362
## Standing_Tackle -0.0219026471 0.3641186952 -0.0821268728 0.1753500222
## Aggression -0.0022187234 -0.0227880578 0.0018565564 -0.0017985702
## Reactions -0.0010617564 -0.0005270107 0.0004333127 -0.0068093198
## Attacking_Position -0.0101927181 -0.0399602183 0.0066191970 0.0360671548
## Interceptions -0.0138361562 0.0527800018 0.0067719012 -0.0123409017
## Vision -0.0029918021 -0.0163026861 -0.0072608285 -0.0131299847
## Composure -0.0004645316 0.0124995532 -0.0026690405 -0.0055021682
## Crossing -0.0040212291 0.0156625760 -0.0154362309 0.0024091099
## Short_Pass 0.0755897553 -0.0371530542 -0.0050921616 -0.0461972562
## Long_Pass -0.0257084286 0.0082360231 0.0133427827 0.0231494310
## Acceleration -0.0046510453 0.0231693442 -0.0101643378 0.0005009537
## Speed -0.0165095696 0.0036123242 -0.0040761217 0.0024173998
## Stamina -0.0006475260 -0.0087944435 0.0135238113 0.0042558445
## Strength 0.0034344629 -0.0061245004 0.0031390742 -0.0058160611
## Balance -0.0102513544 -0.0014295320 0.0021071306 0.0117722274
## Agility 0.0120409630 0.0014513082 0.0013320265 -0.0028992950
## Jumping 0.0051051437 -0.0110743745 0.0005224179 -0.0035215062
## Heading -0.0211401380 0.0474043383 -0.0211701563 0.0226695958
## Shot_Power 0.0018522668 -0.0028205377 0.0102760269 -0.0013133171
## Finishing -0.0215298425 0.0456698466 -0.0084865732 -0.0243592300
## Long_Shots 0.0052325056 -0.0057414500 -0.0042021038 0.0111301509
## Curve -0.0013779154 0.0042111699 0.0011086173 -0.0008142126
## Freekick_Accuracy -0.0033717427 0.0049405110 0.0024045689 -0.0062435520
## Penalties -0.0030176531 -0.0106064788 0.0118394400 -0.0118150872
## Volleys 0.0121594166 -0.0186107484 0.0016079724 0.0024836649
## GK_Positioning -0.2801994400 -0.0128059129 0.3723334833 -0.7184222218
## GK_Diving -0.1984719868 -0.0688480425 -0.5531927241 0.1410686639
## GK_Kicking 0.8171466769 0.1849015909 0.0718256841 0.0083655645
## GK_Handling -0.2947244811 0.0015023619 0.5478546769 0.6307480943
## GK_Reflexes -0.1286191897 -0.0708996748 -0.4774355808 -0.0370275325
## [,37] [,38]
## Rating -4.386155e-04 -0.0096457223
## Age -1.958431e-03 0.0037393123
## Weak_foot -2.486690e-03 -0.0042893232
## Skill_Moves -8.886317e-04 -0.0018246137
## Ball_Control 1.668086e-02 0.0368666551
## Dribbling -2.265316e-03 -0.0045376689
## Marking 1.236589e-02 0.0334574860
## Sliding_Tackle 1.980868e-01 -0.6001535333
## Standing_Tackle -2.281860e-01 0.6797805764
## Aggression 4.138590e-03 -0.0061726460
## Reactions -4.030295e-05 0.0057833668
## Attacking_Position 6.701464e-03 0.0172603211
## Interceptions 8.670949e-03 -0.0865509661
## Vision -4.110150e-03 -0.0034597524
## Composure 1.119195e-03 -0.0051994106
## Crossing -9.457149e-03 0.0184522280
## Short_Pass 3.101500e-02 -0.0648804160
## Long_Pass -1.827601e-02 0.0158665122
## Acceleration 1.083434e-02 0.0332947874
## Speed -2.368143e-02 -0.0043255392
## Stamina 4.004225e-03 -0.0165062817
## Strength 3.543554e-03 -0.0144808607
## Balance -1.492706e-02 0.0006394345
## Agility -4.573750e-03 0.0114893398
## Jumping 2.936396e-03 0.0061589208
## Heading -1.144433e-02 0.0201852643
## Shot_Power -1.824238e-02 0.0038421546
## Finishing 3.737550e-03 -0.0353854760
## Long_Shots 3.760099e-03 -0.0085032054
## Curve 5.841943e-03 -0.0025209836
## Freekick_Accuracy 6.713238e-03 -0.0028710211
## Penalties -1.131597e-04 0.0133528507
## Volleys 5.041927e-03 0.0048042486
## GK_Positioning 3.001263e-02 0.2524298107
## GK_Diving 6.391831e-01 0.1432888967
## GK_Kicking 5.562091e-02 0.0155866663
## GK_Handling -3.220463e-02 -0.1167878649
## GK_Reflexes -7.011152e-01 -0.2459831913eigenpc2 <- eigen(corpc2)$values
eigenpc2## [1] 18.99236118 5.72220496 2.89160886 1.95477175 1.44925020
## [6] 0.94013247 0.83362791 0.57086197 0.48201564 0.39993897
## [11] 0.36505770 0.31982207 0.28961068 0.24667404 0.23671326
## [16] 0.22564428 0.22287112 0.20664712 0.18448306 0.17057042
## [21] 0.15889755 0.14362987 0.12178890 0.11988187 0.10770042
## [26] 0.08210690 0.07659868 0.07399604 0.07014073 0.06593466
## [31] 0.05869839 0.04005035 0.03636164 0.03538236 0.02822615
## [36] 0.02729918 0.02478178 0.02365686sum(eigenpc2)## [1] 38pcsoccer2 <- scalepc2 %*% loadingpc2
colnames(pcsoccer2) <- paste0("PC", 1:38)
head(pcsoccer2[,1:2])## PC1 PC2
## Cristiano.Ronaldo -7.348817 4.359149
## Lionel.Messi -7.203099 5.753872
## Neymar -6.616190 5.624290
## Luis.Suárez -5.612021 4.007129
## Manuel.Neuer 9.349180 3.131177
## De.Gea 10.422491 3.334053eigen_data2 <- matrix(0, nrow = round(sum(eigenpc2),0), ncol = 3)
colnames(eigen_data2) <- c("eigenvalue", "percentage", "cumulative.percentage")
rownames(eigen_data2) <- paste0("comp", 1:sum(eigenpc2))
eigen_data2[,1] <- eigenpc2
percentage2 <- apply(as.matrix(eigenpc2), 2, sum(eigenpc2), FUN = "/") * 100
eigen_data2[,2] <- percentage2
cum_fun <- function(x){ #x should be n * 1 column matrix
for (i in 2:nrow(x)){
x[i,] <- x[i-1,] + x[i,]
}
return(x)
}
cumulative2 <- cum_fun(percentage) #or use cumsum!!!
eigen_data2[,3] <- cumulative2
print(eigen_data2)## eigenvalue percentage cumulative.percentage
## comp1 18.99236118 49.97989783 51.31852
## comp2 5.72220496 15.05843410 64.98597
## comp3 2.89160886 7.60949701 74.00897
## comp4 1.95477175 5.14413619 78.58456
## comp5 1.44925020 3.81381631 82.18427
## comp6 0.94013247 2.47403282 84.36572
## comp7 0.83362791 2.19375767 86.24999
## comp8 0.57086197 1.50226835 87.71234
## comp9 0.48201564 1.26846221 88.93188
## comp10 0.39993897 1.05247097 89.91263
## comp11 0.36505770 0.96067817 90.86990
## comp12 0.31982207 0.84163703 91.67544
## comp13 0.28961068 0.76213338 92.43123
## comp14 0.24667404 0.64914221 93.10324
## comp15 0.23671326 0.62292962 93.74147
## comp16 0.22564428 0.59380075 94.33996
## comp17 0.22287112 0.58650295 94.91128
## comp18 0.20664712 0.54380821 95.45153
## comp19 0.18448306 0.48548175 95.95838
## comp20 0.17057042 0.44886952 96.43336
## comp21 0.15889755 0.41815145 96.83753
## comp22 0.14362987 0.37797333 97.22384
## comp23 0.12178890 0.32049711 97.56837
## comp24 0.11988187 0.31547859 97.87409
## comp25 0.10770042 0.28342215 98.15517
## comp26 0.08210690 0.21607080 98.39570
## comp27 0.07659868 0.20157548 98.61766
## comp28 0.07399604 0.19472642 98.82860
## comp29 0.07014073 0.18458086 99.01487
## comp30 0.06593466 0.17351226 99.19870
## comp31 0.05869839 0.15446945 99.36610
## comp32 0.04005035 0.10539567 99.48239
## comp33 0.03636164 0.09568852 99.58689
## comp34 0.03538236 0.09311147 99.69014
## comp35 0.02822615 0.07427933 99.77769
## comp36 0.02729918 0.07183996 99.86144
## comp37 0.02478178 0.06521522 99.93355
## comp38 0.02365686 0.06225489 100.00000graph <- ggplot(as.data.frame(eigen_data2[,1]), aes(x = 1:38, y = as.numeric(eigen_data2[,1])))
graph <- graph + geom_bar(stat = "identity", alpha = 0.3, color = "red") + geom_point() +
geom_line() +
labs(title = "Screeplot of eigenvalues", x = "number of components", y = "values") +
scale_x_continuous(breaks=seq(1,12,1))
graph
#When I knit the files, since there are two many datas, conversion error comes up.... but when I run the file here, it works...
# ggplot(as.data.frame(pcsoccer2[,1:2]), aes(x = PC1, y = PC2)) + geom_point() +
# geom_text(aes(label = rownames(pcsoccer2), hjust = -0.4), size = 3)
#
# ggplot(as.data.frame(cbind(PC1 = pcsoccer2[,1], PC3 = pcsoccer2[,3])), aes(x = PC1, y = PC3)) +
# geom_point() + geom_text(aes(label = rownames(pcsoccer2), hjust = -0.4), size = 3)
#
# ggplot(as.data.frame(cbind(PC2 = pcsoccer2[,2], PC3 = pcsoccer2[,3])), aes(x = PC2, y = PC3)) +
# geom_point() + geom_text(aes(label = rownames(pcsoccer2), hjust = -0.4), size = 3)
#plot(PCA(pcsoccer))PCA ranking
pcsoccerrank <- data.frame(PC1 = pcsoccer2[,1])
pcsoccerrank$Rank <- rank(pcsoccerrank$PC1)
order <- pcsoccerrank[order(pcsoccerrank$Rank), ]
order$name <- rownames(order)
order$name <- factor(order$name, levels = order$name[order(order$PC1)])
#order
head(order, 20)## PC1 Rank name
## Paul.Pogba -7.494345 1 Paul.Pogba
## Cristiano.Ronaldo -7.348817 2 Cristiano.Ronaldo
## Lionel.Messi -7.203099 3 Lionel.Messi
## Arturo.Vidal -7.017833 4 Arturo.Vidal
## Gareth.Bale -6.957777 5 Gareth.Bale
## Neymar -6.616190 6 Neymar
## Luka.Modrić -6.580567 7 Luka.Modrić
## Eden.Hazard -6.451492 8 Eden.Hazard
## Marco.Reus -6.437124 9 Marco.Reus
## Thiago -6.430138 10 Thiago
## Miralem.Pjanić -6.415132 11 Miralem.Pjanić
## Paulo.Dybala -6.412915 12 Paulo.Dybala
## David.Alaba -6.405251 13 David.Alaba
## Henrikh.Mkhitaryan -6.277171 14 Henrikh.Mkhitaryan
## Kevin.De.Bruyne -6.272761 15 Kevin.De.Bruyne
## Alexis.Sánchez -6.265620 16 Alexis.Sánchez
## Radja.Nainggolan -6.233487 17 Radja.Nainggolan
## Ángel.Di.María -6.188500 18 Ángel.Di.María
## Alexandre.Lacazette -6.080171 19 Alexandre.Lacazette
## Zlatan.Ibrahimović -6.026668 20 Zlatan.Ibrahimovićtail(order, 20)## PC1 Rank name
## Michal.Peškovič 12.86967 3637 Michal.Peškovič
## Julian.Pollersbeck 12.89347 3638 Julian.Pollersbeck
## Tomohiko.Murayama 12.90020 3639 Tomohiko.Murayama
## Ole.Söderberg 12.91422 3640 Ole.Söderberg
## Álvaro.Villete 12.97138 3641 Álvaro.Villete
## Masaaki.Higashiguchi 12.98207 3642 Masaaki.Higashiguchi
## Sergiy.Pogorilyi 13.06364 3643 Sergiy.Pogorilyi
## Connor.Ripley 13.13448 3644 Connor.Ripley
## Guillaume.Faivre 13.14898 3645 Guillaume.Faivre
## Tatsuya.Morita 13.16693 3646 Tatsuya.Morita
## Víctor.García 13.16973 3647 Víctor.García
## Josip.Posavec 13.22660 3648 Josip.Posavec
## Roy.Kortsmit 13.25871 3649 Roy.Kortsmit
## Jasmin.Fejzić 13.32119 3650 Jasmin.Fejzić
## Ailton.Cardenhas 13.39412 3651 Ailton.Cardenhas
## Takuto.Hayashi 13.43534 3652 Takuto.Hayashi
## Ko.Shimura 13.46060 3653 Ko.Shimura
## Aly.Keita 13.46305 3654 Aly.Keita
## Ahmet.Şahin 13.57598 3655 Ahmet.Şahin
## Aleksandar.Jovanović 13.72681 3656 Aleksandar.Jovanović# ggplot(order, aes(x = name, y = PC1)) + geom_bar(stat = "identity") +
# theme(text = element_text(size=4), axis.text.x = element_text(angle = 40, hjust = 1)) +
# ggtitle("PC1")
################################################
pcsoccerrank2 <- data.frame(PC2 = pcsoccer2[,2])
pcsoccerrank2$Rank <- rank(pcsoccerrank2$PC2)
order <- pcsoccerrank2[order(pcsoccerrank2$Rank), ]
order$name <- rownames(order)
order$name <- factor(order$name, levels = order$name[order(order$PC2)])
#order
head(order, 20)## PC2 Rank name
## Kamil.Glik -5.934239 1 Kamil.Glik
## Kostas.Manolas -5.484392 2 Kostas.Manolas
## Domenico.Maietta -5.478857 3 Domenico.Maietta
## Kalidou.Koulibaly -5.395775 4 Kalidou.Koulibaly
## Bruno.1 -5.390837 5 Bruno.1
## Dario.Dainelli -5.348768 6 Dario.Dainelli
## Boštjan.Cesar -5.340772 7 Boštjan.Cesar
## Federico.Fazio -5.152711 8 Federico.Fazio
## Kendall.Waston -5.092467 9 Kendall.Waston
## Michaël.Ciani -5.074149 10 Michaël.Ciani
## Wes.Morgan -5.062524 11 Wes.Morgan
## Danny.Batth -5.016826 12 Danny.Batth
## Magnus.Troest -5.014742 13 Magnus.Troest
## Jherson.Vergara -4.988994 14 Jherson.Vergara
## Niko.Datković -4.914075 15 Niko.Datković
## Sebastián.Coates -4.876368 16 Sebastián.Coates
## Gian.Marco.Ferrari -4.872075 17 Gian.Marco.Ferrari
## Martín.Demichelis -4.865523 18 Martín.Demichelis
## Mikel.Villanueva -4.835783 19 Mikel.Villanueva
## Cristian.Zapata -4.833008 20 Cristian.Zapatatail(order, 20)## PC2 Rank name
## Deulofeu 4.868137 3637 Deulofeu
## Ioannis.Fetfatzidis 4.890564 3638 Ioannis.Fetfatzidis
## Raffaele.Palladino 4.924336 3639 Raffaele.Palladino
## Ousmane.Dembélé 4.959498 3640 Ousmane.Dembélé
## Malcom 4.963970 3641 Malcom
## Geoffrey.Bia 4.966117 3642 Geoffrey.Bia
## Riyad.Mahrez 4.978207 3643 Riyad.Mahrez
## Nani 5.015088 3644 Nani
## Marco.Sau 5.022318 3645 Marco.Sau
## Sebastian.Giovinco 5.044004 3646 Sebastian.Giovinco
## Tana 5.062047 3647 Tana
## Gerso 5.125732 3648 Gerso
## Paulo.Dybala 5.128308 3649 Paulo.Dybala
## Sergio.Agüero 5.300084 3650 Sergio.Agüero
## Suso 5.334608 3651 Suso
## Gianluca.Caprari 5.384609 3652 Gianluca.Caprari
## Lorenzo.Insigne 5.480603 3653 Lorenzo.Insigne
## Neymar 5.624290 3654 Neymar
## Quaresma 5.680732 3655 Quaresma
## Lionel.Messi 5.753872 3656 Lionel.Messi# ggplot(order, aes(x = name, y = PC2)) + geom_bar(stat = "identity") +
# theme(text = element_text(size=4), axis.text.x = element_text(angle = 40, hjust = 1)) +
# ggtitle("PC2")
################################################
pcsoccerrank3 <- data.frame(PC3 = pcsoccer2[,3])
pcsoccerrank3$Rank <- rank(pcsoccerrank3$PC3)
order <- pcsoccerrank3[order(pcsoccerrank3$Rank), ]
order$name <- rownames(order)
order$name <- factor(order$name, levels = order$name[order(order$PC3)])
#order
head(order, 20)## PC3 Rank name
## Manuel.Neuer -6.586977 1 Manuel.Neuer
## Gianluigi.Buffon -5.650170 2 Gianluigi.Buffon
## Petr.Čech -5.302168 3 Petr.Čech
## Zlatan.Ibrahimović -5.264714 4 Zlatan.Ibrahimović
## Luis.Suárez -5.247691 5 Luis.Suárez
## De.Gea -5.126426 6 De.Gea
## Samir.Handanovič -4.787075 7 Samir.Handanovič
## Bastian.Schweinsteiger -4.755098 8 Bastian.Schweinsteiger
## Cristiano.Ronaldo -4.740520 9 Cristiano.Ronaldo
## Danijel.Subašić -4.673793 10 Danijel.Subašić
## Bruno -4.546841 11 Bruno
## Toni.Kroos -4.519086 12 Toni.Kroos
## Marc.André.ter.Stegen -4.480644 13 Marc.André.ter.Stegen
## Sami.Khedira -4.437868 14 Sami.Khedira
## Yaya.Touré -4.389973 15 Yaya.Touré
## Michael.Carrick -4.357239 16 Michael.Carrick
## Emiliano.Viviano -4.300733 17 Emiliano.Viviano
## Ralf.Fährmann -4.281651 18 Ralf.Fährmann
## Raúl.García -4.279134 19 Raúl.García
## Claudio.Bravo -4.233416 20 Claudio.Bravotail(order, 20)## PC3 Rank name
## Jonathan.Menéndez 4.306049 3637 Jonathan.Menéndez
## Jorge.Enrique.Flores 4.310541 3638 Jorge.Enrique.Flores
## Padraic.Cunningham 4.317841 3639 Padraic.Cunningham
## Jeppe.Arctander.Moe 4.519018 3640 Jeppe.Arctander.Moe
## Daniel.Schütz 4.540592 3641 Daniel.Schütz
## Erlend.Dahl.Reitan 4.547530 3642 Erlend.Dahl.Reitan
## Marc.Bola 4.626368 3643 Marc.Bola
## Daiki.Ogawa 4.679683 3644 Daiki.Ogawa
## Tobi.Adebayo.Rowling 4.726900 3645 Tobi.Adebayo.Rowling
## Jonathan.Lunney 4.727113 3646 Jonathan.Lunney
## Liam.Shephard 4.758431 3647 Liam.Shephard
## Cameron.James 4.857167 3648 Cameron.James
## Sandro.Lauper 5.026763 3649 Sandro.Lauper
## Alon.Netzer 5.043123 3650 Alon.Netzer
## Joseph.Ceesay 5.131417 3651 Joseph.Ceesay
## Craig.McCabe 5.464761 3652 Craig.McCabe
## Katsuya.Nagato 5.479827 3653 Katsuya.Nagato
## Karlo.Bartolec 5.522548 3654 Karlo.Bartolec
## Omar.Abdulaziz.Al.Sunain 5.569618 3655 Omar.Abdulaziz.Al.Sunain
## Dino.Agote 5.614001 3656 Dino.Agote# ggplot(order, aes(x = name, y = PC3)) + geom_bar(stat = "identity") +
# theme(text = element_text(size=4), axis.text.x = element_text(angle = 40, hjust = 1)) +
# ggtitle("PC3")
################################################
pcsoccerrank4 <- data.frame(PC4 = pcsoccer2[,4])
pcsoccerrank4$Rank <- rank(pcsoccerrank4$PC4)
order <- pcsoccerrank4[order(pcsoccerrank4$Rank), ]
order$name <- rownames(order)
order$name <- factor(order$name, levels = order$name[order(order$PC4)])
#order
head(order, 20)## PC4 Rank name
## Hugo.Lloris -3.872331 1 Hugo.Lloris
## Anthony.Lopes -3.839415 2 Anthony.Lopes
## Fernando.Néstor.Muslera -3.743831 3 Fernando.Néstor.Muslera
## Nélson.Semedo -3.686636 4 Nélson.Semedo
## Ronaldo.Esler -3.562582 5 Ronaldo.Esler
## Onur.Kıvrak -3.523132 6 Onur.Kıvrak
## Fabricio -3.482139 7 Fabricio
## Jordi.Alba -3.442561 8 Jordi.Alba
## Marco.Verratti -3.368833 9 Marco.Verratti
## Rico.Henry -3.352893 10 Rico.Henry
## André.Onana -3.335363 11 André.Onana
## Carvajal -3.313509 12 Carvajal
## Héctor.Bellerín -3.277794 13 Héctor.Bellerín
## Antonio.Barreca -3.263027 14 Antonio.Barreca
## Philipp.Lahm -3.220291 15 Philipp.Lahm
## Fabián.Viáfara -3.193613 16 Fabián.Viáfara
## Gayà -3.190451 17 Gayà
## Agustín.Marchesín -3.134869 18 Agustín.Marchesín
## Nicolás.Tagliafico -3.079692 19 Nicolás.Tagliafico
## Claudio.Bravo -3.073603 20 Claudio.Bravotail(order, 20)## PC4 Rank name
## Sandro.Wagner 4.319802 3637 Sandro.Wagner
## Ivan.Santini 4.344459 3638 Ivan.Santini
## James.Hanson 4.470352 3639 James.Hanson
## Peter.Crouch 4.494247 3640 Peter.Crouch
## Kris.Boyd 4.549022 3641 Kris.Boyd
## Lucas.Viatri 4.555491 3642 Lucas.Viatri
## Lonsana.Doumbouya 4.600259 3643 Lonsana.Doumbouya
## Andrey.Galabinov 4.608202 3644 Andrey.Galabinov
## Tom.Eaves 4.701705 3645 Tom.Eaves
## Franci.Martinho 4.707677 3646 Franci.Martinho
## Stefan.Kutschke 4.810706 3647 Stefan.Kutschke
## Adebayo.Akinfenwa 4.812557 3648 Adebayo.Akinfenwa
## Shun.Nagasawa 5.103081 3649 Shun.Nagasawa
## Fernandão 5.170896 3650 Fernandão
## Llorente 5.276367 3651 Llorente
## Andrea.Caracciolo 5.421234 3652 Andrea.Caracciolo
## Famara.Diedhiou 5.577147 3653 Famara.Diedhiou
## Matías.Quiroga 5.767216 3654 Matías.Quiroga
## Jorge.Molina 5.802143 3655 Jorge.Molina
## Stefan.Maierhofer 6.423898 3656 Stefan.Maierhofer# ggplot(order, aes(x = name, y = PC4)) + geom_bar(stat = "identity") +
# theme(text = element_text(size=4), axis.text.x = element_text(angle = 40, hjust = 1)) +
# ggtitle("PC4")
################################################
pcsoccerrank5 <- data.frame(PC5 = pcsoccer2[,5])
pcsoccerrank5$Rank <- rank(pcsoccerrank5$PC5)
order <- pcsoccerrank5[order(pcsoccerrank5$Rank), ]
order$name <- rownames(order)
order$name <- factor(order$name, levels = order$name[order(order$PC5)])
#order
head(order, 20)## PC5 Rank name
## Johnnie.Jackson -4.243189 1 Johnnie.Jackson
## Toni.Kroos -4.105804 2 Toni.Kroos
## Stijn.Schaars -4.041566 3 Stijn.Schaars
## Abraham -3.993365 4 Abraham
## Vicente -3.987965 5 Vicente
## Trashorras -3.971220 6 Trashorras
## David.Fox -3.785225 7 David.Fox
## Ludovic.Obraniak -3.769543 8 Ludovic.Obraniak
## Guilherme.Finkler -3.766667 9 Guilherme.Finkler
## Benjamin.Nivet -3.714328 10 Benjamin.Nivet
## Lucian.Sânmărtean -3.651973 11 Lucian.Sânmărtean
## Franco.Brienza -3.593929 12 Franco.Brienza
## Franck.Berrier -3.576804 13 Franck.Berrier
## Wes.Hoolahan -3.568421 14 Wes.Hoolahan
## Rasmus.Elm -3.563363 15 Rasmus.Elm
## Elkin.Soto -3.562999 16 Elkin.Soto
## Víctor.Pérez -3.479316 17 Víctor.Pérez
## Bruno.Grougi -3.473571 18 Bruno.Grougi
## Jérémie.Bréchet -3.439451 19 Jérémie.Bréchet
## Rasmus.Lindgren -3.431945 20 Rasmus.Lindgrentail(order, 20)## PC5 Rank name
## Daniele.Corvia 3.114656 3637 Daniele.Corvia
## Jonathan.Kodjia 3.126935 3638 Jonathan.Kodjia
## Duván.Zapata 3.130204 3639 Duván.Zapata
## Soares 3.146084 3640 Soares
## Anthony.Modeste 3.179606 3641 Anthony.Modeste
## Vincent.Janssen 3.207649 3642 Vincent.Janssen
## Sébastien.Haller 3.210982 3643 Sébastien.Haller
## Deyverson 3.215948 3644 Deyverson
## Alhassan.Kamara 3.256831 3645 Alhassan.Kamara
## Zé.Luís 3.276871 3646 Zé.Luís
## Jerry.Mbakogu 3.285235 3647 Jerry.Mbakogu
## Moussa.Maâzou 3.330342 3648 Moussa.Maâzou
## Cristiano.Ronaldo 3.381136 3649 Cristiano.Ronaldo
## Sylvester.Igboun 3.428551 3650 Sylvester.Igboun
## Matteo.Ardemagni 3.509378 3651 Matteo.Ardemagni
## Shane.Long 3.608933 3652 Shane.Long
## Andrea.Belotti 3.621742 3653 Andrea.Belotti
## Kostas.Manolas 3.666204 3654 Kostas.Manolas
## Thievy 3.739503 3655 Thievy
## Francesco.Caputo 3.767576 3656 Francesco.Caputo# ggplot(order, aes(x = name, y = PC5)) + geom_bar(stat = "identity") +
# theme(text = element_text(size=4), axis.text.x = element_text(angle = 40, hjust = 1)) +
# ggtitle("PC5")PCA correlation circle
pcsoccer2 <- soccer_positioncleaned[,-c(1,2,3,4,5,6,7,8,9,11,12,13,14,16,17)]
newpc <- prcomp(pcsoccer2, scale = T)
var <- get_pca_var(newpc)
correlation <- function(loadings, sdev){
return(loadings * sdev)
}
loadings <- newpc$rotation
sdev <- newpc$sdev
var.cor <- t(apply(loadings, 1, correlation, sdev))
################################################
# Plot the correlation circle
a <- seq(0, 2*pi, length = 100)
plot(2*cos(a), 2*sin(a), type = 'l', col="gray",
xlab = "PC1", ylab = "PC2")
abline(h = 0, v = 0, lty = 2)
# Add active variables
arrows(0, 0, var.cor[, 1], var.cor[, 2],
length = 0.1, angle = 15, code = 2)
text(var.cor[,c(1,2)], labels=rownames(var.cor), cex = 0.4, adj=0.6, pos = 3)
################################################
# Plot the correlation circle
a <- seq(0, 2*pi, length = 100)
plot(2*cos(a), 2*sin(a), type = 'l', col="gray",
xlab = "PC1", ylab = "PC3")
abline(h = 0, v = 0, lty = 2)
# Add active variables
arrows(0, 0, var.cor[, 1], var.cor[, 3],
length = 0.1, angle = 15, code = 2)
text(var.cor[,c(1,3)], labels=rownames(var.cor), cex = 0.4, adj=0.5, pos = 2)
################################################
# Plot the correlation circle
a <- seq(0, 2*pi, length = 100)
plot(2*cos(a), 2*sin(a), type = 'l', col="gray",
xlab = "PC2", ylab = "PC3")
abline(h = 0, v = 0, lty = 2)
# Add active variables
arrows(0, 0, var.cor[, 2], var.cor[, 3],
length = 0.05, angle = 15, code = 2)
text(var.cor[,c(2,3)], labels=rownames(var.cor), cex = 0.4, adj=1, pos = 3)